Set path Laura: ONLY USE FOR LAURA
#base_path <- "//home.kt.ktzh.ch/B117T23$/Desktop/Riskktaking/Data"
base_path <- "/Users/laurabazzigher/Documents/GitHub/risk_wvs/data/dataset/Data_S3"
Load libraries
library("dplyr")
library("tidyverse")
library("tidyr")
library("readxl")
library(rgho)
Load dataset to create Hardship-Index
risktaking <- read.csv(file.path(base_path, "gps_wvs_combined.csv"), header=TRUE, as.is=TRUE)
hardship_Original <- read.csv(file.path(base_path, "countryfacts_cleaned.csv"), header=TRUE, as.is=TRUE)
str(risktaking)
## 'data.frame': 229065 obs. of 9 variables:
## $ country : chr "Turkey" "Turkey" "Turkey" "Turkey" ...
## $ isocode : chr "TUR" "TUR" "TUR" "TUR" ...
## $ gender : int 1 1 1 0 0 0 1 0 0 0 ...
## $ age : num -0.931 0.497 -1.229 -1.05 -1.05 ...
## $ hardship_index: num 0.0781 0.0781 0.0781 0.0781 0.0781 ...
## $ risktaking : num 60.2 53.9 60.2 62.7 61.2 ...
## $ source : chr "gps" "gps" "gps" "gps" ...
## $ worldmap : chr "both" "both" "both" "both" ...
## $ age_category : chr "Young Adults (25-34)" "Mature Adults (45-54)" "Youth (15-24)" "Youth (15-24)" ...
Hardship Countrylist
hardship_environment <- risktaking %>%
group_by(country, isocode) %>% # Gruppierung nach Land und ISO-Code
summarise(
avg_age = mean(age, na.rm = TRUE), # Durchschnittsalter, NA-Werte ignorieren
avg_hardship_index = mean(hardship_index, na.rm = TRUE), # Durchschnittlicher Hardship-Index
avg_risktaking = mean(risktaking, na.rm = TRUE), # Durchschnittliches Risikoverhalten
) %>%
rename(COUNTRY = isocode) %>% # Umbenennen von 'isocode' zu 'COUNTRY'
arrange(country) # Sortieren der Ergebnisse nach Land
hardship_Original <- hardship_Original %>%
rename(COUNTRY = code) %>%
select(COUNTRY, homiciderate, gdp, infantmortality, lifeexpectancy, gini, femalemale_primedu, hardship_index)
hardship_environment <- hardship_Original %>%
full_join(hardship_environment, by = "COUNTRY")
# Löschen aller Einträge zu "Serbia and Montenegro"
risktaking <- risktaking %>%
filter(country != "Serbia and Montenegro")
hardship_Finance <- hardship_environment %>%
filter(COUNTRY != "Serbia and Montenegro")
head(hardship_environment)
## COUNTRY homiciderate gdp infantmortality lifeexpectancy gini
## 1 AFG 0.73081567 2.2360657 2.37578109 4.0022569 -0.9956570
## 2 DZA -0.94251429 0.3486396 0.67575023 -0.4367913 -1.2221060
## 3 AND -0.37932540 -1.0837948 -1.34931275 -1.2409599 -1.2724280
## 4 ARG 0.30124250 -0.2861997 -0.07668981 -0.4796043 0.6272279
## 5 ARM 0.06070368 0.1067501 0.18958519 -0.1468729 -1.5240381
## 6 AUS -1.04808642 -1.0818945 -1.21803875 -1.1806477 -0.3792123
## femalemale_primedu hardship_index country avg_age avg_hardship_index
## 1 8.81084638 2.86001812 Afghanistan -0.69804334 2.86001812
## 2 -0.27456306 -0.30859746 Algeria -0.30657247 -0.30859746
## 3 -0.27552784 -0.93355812 Andorra -0.06025079 -0.93355812
## 4 -0.27552784 -0.03159187 Argentina 0.17942269 -0.03159187
## 5 0.01555433 -0.21638627 Armenia 0.28752726 -0.21638627
## 6 -0.29382066 -0.86695006 Australia 0.55954069 -0.86695006
## avg_risktaking
## 1 51.72412
## 2 53.03729
## 3 51.90591
## 4 48.60275
## 5 48.98472
## 6 49.05534
Copy and rename original hardship-Variables
# Umformen des 'hardship_Original' Datensatzes
hardship_environment <- hardship_environment %>%
mutate(
HS_original_infantmortality = infantmortality,
HS_original_lifeexpectancy = lifeexpectancy,
e_original_gini = gini,
f_original_gini = gini,
c_original_homiciderate = homiciderate,
f_original_gdp = gdp,
HS_original_genderequality = femalemale_primedu
)
# Überprüfung der neuen Struktur
str(hardship_environment)
## 'data.frame': 106 obs. of 19 variables:
## $ COUNTRY : chr "AFG" "DZA" "AND" "ARG" ...
## $ homiciderate : num 0.7308 -0.9425 -0.3793 0.3012 0.0607 ...
## $ gdp : num 2.236 0.349 -1.084 -0.286 0.107 ...
## $ infantmortality : num 2.3758 0.6758 -1.3493 -0.0767 0.1896 ...
## $ lifeexpectancy : num 4.002 -0.437 -1.241 -0.48 -0.147 ...
## $ gini : num -0.996 -1.222 -1.272 0.627 -1.524 ...
## $ femalemale_primedu : num 8.8108 -0.2746 -0.2755 -0.2755 0.0156 ...
## $ hardship_index : num 2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
## $ country : chr "Afghanistan" "Algeria" "Andorra" "Argentina" ...
## $ avg_age : num -0.698 -0.3066 -0.0603 0.1794 0.2875 ...
## $ avg_hardship_index : num 2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
## $ avg_risktaking : num 51.7 53 51.9 48.6 49 ...
## $ HS_original_infantmortality: num 2.3758 0.6758 -1.3493 -0.0767 0.1896 ...
## $ HS_original_lifeexpectancy : num 4.002 -0.437 -1.241 -0.48 -0.147 ...
## $ e_original_gini : num -0.996 -1.222 -1.272 0.627 -1.524 ...
## $ f_original_gini : num -0.996 -1.222 -1.272 0.627 -1.524 ...
## $ c_original_homiciderate : num 0.7308 -0.9425 -0.3793 0.3012 0.0607 ...
## $ f_original_gdp : num 2.236 0.349 -1.084 -0.286 0.107 ...
## $ HS_original_genderequality : num 8.8108 -0.2746 -0.2755 -0.2755 0.0156 ...
GHO Data
Liste aller verfügbaren Dimensionen
dimensions <- get_gho_dimensions()
Werte für die Dimension “GHO” abrufen
gho_values <- get_gho_values("GHO")
# View(gho_values) # Öffnet die Werte in RStudio
# Beispiel: Suche nach "SA_0000001837"
gho_values[grepl("SA_0000001699", gho_values$Code), ]
## A 'GHO' object of 2 elements.
##
## Code Title
## 2154 SA_0000001699 Age limits off-premise sales
## 2155 SA_0000001699_ARCHIVED Age limits off-premise sales (archived)
Abrufen der Daten für den spezifischen Indikatorcode
e_exp_airdeath100k <- get_gho_data(code = "SDGAIRBODA") # Household and ambient air pollution attributable death rate (per 100 000 population, age-standardized)
e_exp_disaster <- get_gho_data(code = "SDGDISASTER") # Average death rate due to natural disasters (per 100 000 population)
e_exp_watersanithyg <- get_gho_data(code = "WSH_10") # Number of diarrhoea deaths from inadequate water, sanitation and hygiene
e_exp_watersanithyg100k <- get_gho_data(code = "WSH_3") # Water, sanitation and hygiene attributable deaths per 100'000 capita
e_oth_drinkingwater <- get_gho_data(code = "WSH_WATER_BASIC") # Population using at least basic drinking-water services (%)
e_oth_safewater <- get_gho_data(code = "WSH_WATER_SAFELY_MANAGED") # Population using safely managed drinking-water services (%)
#e_exp_airdeath <- get_gho_data(code = "AIR_35") # Household and ambient air pollution attributable deaths
#e_exp_airdaly <- get_gho_data(code = "AIR_60") # Household and ambient air pollution attributable DALYs
#e_oth_climatdeath100k <- get_gho_data(code = "CC_3") # Climate change attributable deaths per 100'000 capita
#e_exp_water <- get_gho_data(code = "WSH_10_WAT") # Number of diarrhoea deaths from inadequate water
#e_oth_climatdaly100k <- get_gho_data(code = "CC_4") # Climate change attributable DALYs per 100'000 capita
#e_oth_climatchilddeath100k <- get_gho_data(code = "CC_6") # Climate change attributable deaths per 100'000 children under 5 years
#e_oth_climatchilddaly100k <- get_gho_data(code = "CC_8") # Climate change attributable DALYs per 100'000 children under 5 years
#e_exp_noise <- get_gho_data(code = "OCC_14") # Occupational noise attributable DALYs per 100'000 capita
#e_oth_waterpoll <- get_gho_data(code = "WSH_DOMESTIC_WASTe_SAFELY_TREATED") # SDG 6.3.1 Proportion of safely treated domestic wastewater flows (%)
# Erste Zeilen der Daten anzeigen
#view(e_exp_airdeath100k)
#view(e_exp_disaster)
#view(e_exp_watersanithyg)
#view(e_exp_watersanithyg100k)
#view(e_oth_drinkingwater)
#view(e_oth_safewater)
#view(e_oth_climatstrategy)
Select important rows
e_oth_safewater <- e_oth_safewater %>% select(IndicatorCode, NumericValue, COUNTRY, YEAR, RESIDENCEAREATYPE)
e_oth_drinkingwater <- e_oth_drinkingwater %>% select(IndicatorCode, NumericValue, COUNTRY, YEAR, RESIDENCEAREATYPE)
e_exp_watersanithyg100k <- e_exp_watersanithyg100k %>% select(IndicatorCode, NumericValue, COUNTRY)
e_exp_watersanithyg <- e_exp_watersanithyg %>% select(IndicatorCode, NumericValue, COUNTRY, SEX, AGEGROUP)
e_exp_disaster <- e_exp_disaster %>% select(IndicatorCode, Value, COUNTRY, YEAR)
e_exp_airdeath100k <- e_exp_airdeath100k %>% select(IndicatorCode, NumericValue, COUNTRY, YEAR, SEX, GHECAUSE)
#view(e_exp_airdeath100k)
#head(e_oth_safewater)
#str(e_exp_disaster)
#head(e_oth_drinkingwater)
#head(e_exp_watersanithyg100k)
#head(e_exp_watersanithyg)
#head(e_exp_disaster)
#head(e_exp_airdeath100k)
e_oth_safewater
# 1. Werte in NumericValue in numerische Werte umwandeln
e_oth_safewater <- e_oth_safewater %>%
mutate(NumericValue = as.numeric(NumericValue))
# 2. Alle Zeilen mit NA in COUNTRY löschen
e_oth_safewater <- e_oth_safewater %>%
filter(!is.na(COUNTRY))
# 3. Filtern, um nur Zeilen mit RESIDENCEAREATYPE == "TOTL" zu behalten
e_oth_safewater <- e_oth_safewater %>%
filter(RESIDENCEAREATYPE == "TOTL")
# 4. Die Daten so transformieren, dass die Jahre als Spalten ausgewiesen werden
e_oth_safewater <- e_oth_safewater %>%
select(COUNTRY, YEAR, NumericValue) %>% # Relevante Spalten auswählen
pivot_wider(names_from = YEAR, values_from = NumericValue) # Jahre als Spalten
# 5. Durchschnitt der Werte zwischen 2005 und 2014 berechnen
e_oth_safewater <- e_oth_safewater %>%
mutate(
e_oth_safewater = rowMeans(select(., `2005`:`2014`), na.rm = TRUE)
)
# Überprüfen der Ergebnisse
head(e_oth_safewater)
## # A tibble: 6 × 25
## COUNTRY `2013` `2014` `2009` `2012` `2005` `2017` `2002` `2010` `2000` `2019`
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 MAR 62.6 65.7 50.6 59.5 43.8 71.5 42.4 53.5 41.5 73.6
## 2 MWI 12.5 13.1 10.6 12.0 8.87 14.7 7.68 11.1 6.93 15.9
## 3 ALB 68.5 70.6 60.3 66.4 52.6 70.6 49.0 62.3 49.1 70.7
## 4 SUR 54.3 54.5 53.5 54.1 52.7 55.1 52.1 53.7 51.6 55.5
## 5 POL 92.4 92.0 93.5 92.7 92.0 91.0 NA 93.2 NA 90.3
## 6 LVA 94.6 94.8 93.4 94.3 92.6 95.7 92.4 93.7 92.4 96.3
## # ℹ 14 more variables: `2018` <dbl>, `2008` <dbl>, `2015` <dbl>, `2007` <dbl>,
## # `2003` <dbl>, `2020` <dbl>, `2016` <dbl>, `2011` <dbl>, `2021` <dbl>,
## # `2006` <dbl>, `2022` <dbl>, `2004` <dbl>, `2001` <dbl>,
## # e_oth_safewater <dbl>
e_oth_drinkingwater
# 1. Werte in NumericValue in numerische Werte umwandeln
e_oth_drinkingwater <- e_oth_drinkingwater %>%
mutate(NumericValue = as.numeric(NumericValue))
# 2. Alle Zeilen mit NA in COUNTRY löschen
e_oth_drinkingwater <- e_oth_drinkingwater %>%
filter(!is.na(COUNTRY))
# 3. Filtern, um nur Zeilen mit RESIDENCEAREATYPE == "TOTL" zu behalten
e_oth_drinkingwater <- e_oth_drinkingwater %>%
filter(RESIDENCEAREATYPE == "TOTL")
# 4. Die Daten so transformieren, dass die Jahre als Spalten ausgewiesen werden
e_oth_drinkingwater <- e_oth_drinkingwater %>%
select(COUNTRY, YEAR, NumericValue) %>% # Relevante Spalten auswählen
pivot_wider(names_from = YEAR, values_from = NumericValue) # Jahre als Spalten
# 5. Durchschnitt der Werte zwischen 2005 und 2014 berechnen
e_oth_drinkingwater <- e_oth_drinkingwater %>%
mutate(
e_oth_drinkingwater = rowMeans(select(., `2005`:`2014`), na.rm = TRUE) # Durchschnitt berechnen
)
# Überprüfen der Ergebnisse
head(e_oth_drinkingwater)
## # A tibble: 6 × 25
## COUNTRY `2016` `2020` `2009` `2005` `2007` `2001` `2021` `2006` `2015` `2013`
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 BWA 89.5 92.3 81.7 76.3 78.9 75.5 92.4 77.4 88.5 86.5
## 2 GIN 64.0 68.9 56.3 53.5 54.9 50.7 70.2 54.2 62.8 60.5
## 3 CHL 99.7 100 98.1 97.1 97.6 96.1 100 97.4 99.5 99.0
## 4 SUR 96.2 98.0 93.1 91.4 92.2 89.5 98.0 91.8 95.7 94.9
## 5 GRC 100 100 99.9 99.8 99.9 99.7 100 99.8 100 100.
## 6 GMB 82.1 84.5 77.9 75.4 76.6 72.8 85.1 76.0 81.5 80.3
## # ℹ 14 more variables: `2008` <dbl>, `2022` <dbl>, `2003` <dbl>, `2011` <dbl>,
## # `2017` <dbl>, `2019` <dbl>, `2000` <dbl>, `2002` <dbl>, `2004` <dbl>,
## # `2014` <dbl>, `2010` <dbl>, `2018` <dbl>, `2012` <dbl>,
## # e_oth_drinkingwater <dbl>
e_exp_watersanithyg100k
# Umbenennen der Spalte NumericValue in e_exp_watersanithyg100k
# Sicherstellen, dass NumericValue numerisch ist
e_exp_watersanithyg100k <- e_exp_watersanithyg100k %>%
mutate(NumericValue = as.numeric(NumericValue))
e_exp_watersanithyg100k <- e_exp_watersanithyg100k %>%
rename(e_exp_watersanithyg100k = NumericValue)
# Überprüfen der Änderungen
head(e_exp_watersanithyg100k)
## A 'GHO' object of 6 elements.
##
## IndicatorCode e_exp_watersanithyg100k COUNTRY
## 1 WSH_3 71.88 YEM
## 2 WSH_3 13.24 EGY
## 3 WSH_3 298.22 AGO
## 4 WSH_3 25.96 ZAF
## 5 WSH_3 1.96 TTO
## 6 WSH_3 78.24 MRT
e_exp_watersanithyg
# 1. NumericValue in numerische Werte umwandeln und Spalte umbenennen
e_exp_watersanithyg <- e_exp_watersanithyg %>%
mutate(e_exp_watersanithyg = as.numeric(NumericValue)) %>% # Umwandlung in numerisch
select(-NumericValue) # Entfernen der alten Spalte NumericValue
# 2. Auswahl von SEX == "BTSX"
e_exp_watersanithyg <- e_exp_watersanithyg %>%
filter(SEX == "BTSX")
# 3. Auswahl von AGEGROUP == "YEARSALL"
e_exp_watersanithyg <- e_exp_watersanithyg %>%
filter(AGEGROUP == "YEARSALL")
# Überprüfen der Änderungen
head(e_exp_watersanithyg)
## A 'GHO' object of 6 elements.
##
## IndicatorCode COUNTRY SEX AGEGROUP e_exp_watersanithyg
## 1 WSH_10 SWZ BTSX YEARSALL 376
## 2 WSH_10 HRV BTSX YEARSALL 14
## 3 WSH_10 JAM BTSX YEARSALL 20
## 4 WSH_10 JPN BTSX YEARSALL 482
## 5 WSH_10 BIH BTSX YEARSALL 4
## 6 WSH_10 LVA BTSX YEARSALL 2
e_exp_disaster
library(dplyr)
library(tidyr)
# 1. Spalte `Value` in numerische Werte umwandeln
e_exp_disaster <- e_exp_disaster %>%
mutate(Value = as.numeric(Value))
# 2. Jahre in Spalten umwandeln
e_exp_disaster <- e_exp_disaster %>%
pivot_wider(names_from = YEAR, values_from = Value)
# 3. Durchschnitt von 2005 bis 2014 berechnen und ggf. über alle Jahre mitteln
e_exp_disaster <- e_exp_disaster %>%
rowwise() %>%
mutate(
Avg_2005_2014 = mean(c_across(`2005`:`2014`), na.rm = TRUE), # Durchschnitt von 2005 bis 2014
e_exp_disaster = ifelse(
all(is.na(c_across(`2005`:`2014`))), # Wenn keine Daten von 2005 bis 2014 vorhanden sind
mean(c_across(where(is.numeric)), na.rm = TRUE), # Durchschnitt über alle Jahre
Avg_2005_2014 # Ansonsten bleibt der Durchschnitt von 2005 bis 2014
)
) %>%
ungroup()
# Überprüfung der Änderungen
head(e_exp_disaster)
## # A tibble: 6 × 21
## IndicatorCode COUNTRY `2011` `2006` `2007` `2019` `2017` `2008` `2009` `2014`
## <chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 SDGDISASTER CHE 4.96 5.83 5.89 9.01 3.5 5.76 5.4 3.77
## 2 SDGDISASTER BOL 0.75 0.41 0.78 0.52 0.08 0.85 0.11 0.21
## 3 SDGDISASTER SEN 1.53 0.67 0.98 NA NA 0.37 0.6 NA
## 4 SDGDISASTER JAM 0.76 1.67 0.22 NA NA 0.59 1.91 NA
## 5 SDGDISASTER ARE 1.05 NA 0.36 0.45 0.31 2.46 1.23 1.86
## 6 SDGDISASTER CYP 1.14 0.09 0 1.38 0 0.09 0.09 0
## # ℹ 11 more variables: `2016` <dbl>, `2015` <dbl>, `2018` <dbl>, `2020` <dbl>,
## # `2013` <dbl>, `2005` <dbl>, `2012` <dbl>, `2010` <dbl>, `2021` <dbl>,
## # Avg_2005_2014 <dbl>, e_exp_disaster <dbl>
e_exp_airdeath100k
library(dplyr)
library(tidyr)
# 1. Spalte NumericValue in numerische Werte umwandeln
e_exp_airdeath100k <- e_exp_airdeath100k %>%
mutate(NumericValue = as.numeric(NumericValue))
e_exp_airdeath100k <- e_exp_airdeath100k %>%
filter(!is.na(COUNTRY))
# 2. Auswahl von BTSX in der Spalte SEX
e_exp_airdeath100k <- e_exp_airdeath100k %>%
filter(SEX == "BTSX")
# 3. Überprüfung und Auswahl von GHE000000
countries_with_GHE000000 <- e_exp_airdeath100k %>%
filter(GHECAUSE == "GHE000000") %>%
pull(COUNTRY) %>%
unique()
e_exp_airdeath100k <- e_exp_airdeath100k %>%
filter(
COUNTRY %in% countries_with_GHE000000, # Nur Länder mit GHE000000 behalten
GHECAUSE == "GHE000000" # Nur GHE000000 behalten
)
# 4. Jahre in separate Spalten ausweisen
e_exp_airdeath100k <- e_exp_airdeath100k %>%
select(COUNTRY, YEAR, NumericValue) %>% # Relevante Spalten auswählen
pivot_wider(names_from = YEAR, values_from = NumericValue)
# 5. Durchschnitt zwischen 2005 und 2014 berechnen
e_exp_airdeath100k <- e_exp_airdeath100k %>%
rowwise() %>%
mutate(
Avg_2005_2014 = mean(c_across(`2010`:`2014`), na.rm = TRUE), # Durchschnitt 2005–2014
e_exp_airdeath100k = ifelse(
all(is.na(c_across(`2010`:`2014`))), # Wenn keine Werte von 2005–2014
mean(c_across(where(is.numeric)), na.rm = TRUE), # Durchschnitt über alle Jahre
Avg_2005_2014 # Ansonsten 2005–2014 Durchschnitt
)
) %>%
ungroup()
# Überprüfen der Änderungen
head(e_exp_airdeath100k)
## # A tibble: 6 × 13
## COUNTRY `2017` `2010` `2015` `2011` `2016` `2018` `2019` `2014` `2012` `2013`
## <chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 SLE 248. 281. 252. 271. 251. 246. 242. 255. 269. 261.
## 2 AUT 19.6 25.1 22.0 24.4 19.5 19.6 17.5 20.4 23.0 22.5
## 3 JPN 13.2 17.9 14.9 17.7 14.4 12.4 11.8 15.8 16.0 16.4
## 4 MNE 125. 128. 126. 131. 125. 123. 115. 126. 129. 126.
## 5 SWE 8.49 14.8 10.4 14.8 8.72 8.68 8.08 10.3 13.1 11.6
## 6 SGP 24.6 31.4 26.5 29.0 24.7 22.7 23.4 27.5 27.0 28.0
## # ℹ 2 more variables: Avg_2005_2014 <dbl>, e_exp_airdeath100k <dbl>
World Bank data
library("WDI")
# Suche nach Indikatoren, die das Wort "unemployment" enthalten
search_results <- WDIsearch(string = "Rule of Law", field = "name")
# Anzeigen der Suchergebnisse
print(search_results)
## indicator
## 7894 GV.RULE.LW.ES
## 7895 GV.RULE.LW.NO
## 7896 GV.RULE.LW.SE
## 10923 MO.INDEX.SRLW.XQ
## 14897 RL.EST
## 14898 RL.NO.SRC
## 14899 RL.PER.RNK
## 14900 RL.PER.RNK.LOWER
## 14901 RL.PER.RNK.UPPER
## 14902 RL.STD.ERR
## name
## 7894 Rule of Law (estimate)
## 7895 Rule of Law (number off surveys/polls)
## 7896 Rule of Law (standard error)
## 10923 Safety and Rule of Law
## 14897 Rule of Law: Estimate
## 14898 Rule of Law: Number of Sources
## 14899 Rule of Law: Percentile Rank
## 14900 Rule of Law: Percentile Rank, Lower Bound of 90% Confidence Interval
## 14901 Rule of Law: Percentile Rank, Upper Bound of 90% Confidence Interval
## 14902 Rule of Law: Standard Error
e_ses_gini: SI.POV.GINI - Gini index
The Gini index measures the extent to which the distribution of
income or consumption among individuals or households within an economy
deviates from a perfectly equal distribution. A Gini index of 0
represents perfect equality, while an index of 100 implies perfect
inequality.
countries <- c("AFG", "DZA", "AND", "ARG", "ARM", "AUS", "AUT", "AZE", "BGD", "BLR", "BOL", "BIH", "BWA", "BRA", "BGR", "BFA", "KHM", "CMR", "CAN", "CHL", "CHN", "COL", "CRI", "HRV", "CYP", "CZE", "ECU", "EGY", "EST", "ETH", "FIN", "FRA", "GEO", "DEU", "GHA", "GRC", "GTM", "HTI", "HKG", "HUN", "IND", "IDN", "IRN", "IRQ", "ISR", "ITA", "JPN", "JOR", "KAZ", "KEN", "KWT", "KGZ", "LBN", "LBY", "LTU", "MWI", "MYS", "MLI", "MEX", "MDA", "MAR", "NLD", "NZL", "NIC", "NGA", "NOR", "PAK", "PSE", "PER", "PHL", "POL", "PRT", "QAT", "ROU", "RUS", "RWA", "SAU", "SRB", "SGP", "SVN", "ZAF", "KOR", "ESP", "LKA", "SUR", "SWE", "CHE", "TWN", "TZA", "THA", "TTO", "TUN", "TUR", "UGA", "UKR", "ARE", "GBR", "USA", "URY", "UZB", "VEN", "VNM", "YEM", "ZMB", "ZWE")
indicators <- c("SI.POV.GINI")
# Daten abrufen
e_ses_gini <- WDI(country = countries, indicator = indicators, start = 2005, end = 2014)
# Spalten umbenennen
e_ses_gini <- e_ses_gini %>%
rename(e_ses_gini = SI.POV.GINI) # Control of Corruption (estimate)
# Daten transformieren: Jahre als Spalten darstellen
e_ses_gini <- e_ses_gini %>%
pivot_wider(names_from = year, values_from = e_ses_gini)
# Durchschnitt über alle Jahre berechnen und neue Spalte hinzufügen
e_ses_gini <- e_ses_gini %>%
mutate(e_ses_gini = rowMeans(select(., starts_with("20")), na.rm = TRUE))
# Rename iso3c to COUNTRY
e_ses_gini <- e_ses_gini %>%
rename(COUNTRY = iso3c)
# Werte mit 0 oder NaN durch NA ersetzen
e_ses_gini <- e_ses_gini %>%
mutate(e_ses_gini = case_when(
is.nan(e_ses_gini) ~ NA_real_,
e_ses_gini == 0 ~ NA_real_,
TRUE ~ e_ses_gini
))
# Zeige die ersten Zeilen der transformierten Daten
#view(e_ses_gini)
e_ses_unemployment: SL.UEM.TOTL.ZS - Unemployment, total (% of total
labor force) (modeled ILO estimate)
Unemployment refers to the share of the labor force that is without
work but available for and seeking employment.
countries <- c("AFG", "DZA", "AND", "ARG", "ARM", "AUS", "AUT", "AZE", "BGD", "BLR", "BOL", "BIH", "BWA", "BRA", "BGR", "BFA", "KHM", "CMR", "CAN", "CHL", "CHN", "COL", "CRI", "HRV", "CYP", "CZE", "ECU", "EGY", "EST", "ETH", "FIN", "FRA", "GEO", "DEU", "GHA", "GRC", "GTM", "HTI", "HKG", "HUN", "IND", "IDN", "IRN", "IRQ", "ISR", "ITA", "JPN", "JOR", "KAZ", "KEN", "KWT", "KGZ", "LBN", "LBY", "LTU", "MWI", "MYS", "MLI", "MEX", "MDA", "MAR", "NLD", "NZL", "NIC", "NGA", "NOR", "PAK", "PSE", "PER", "PHL", "POL", "PRT", "QAT", "ROU", "RUS", "RWA", "SAU", "SRB", "SGP", "SVN", "ZAF", "KOR", "ESP", "LKA", "SUR", "SWE", "CHE", "TWN", "TZA", "THA", "TTO", "TUN", "TUR", "UGA", "UKR", "ARE", "GBR", "USA", "URY", "UZB", "VEN", "VNM", "YEM", "ZMB", "ZWE")
indicators <- c("SL.UEM.TOTL.ZS")
# Daten abrufen
e_ses_unemployment <- WDI(country = countries, indicator = indicators, start = 2005, end = 2014)
# Spalten umbenennen
e_ses_unemployment <- e_ses_unemployment %>%
rename(e_ses_unemployment = SL.UEM.TOTL.ZS)
# Daten transformieren: Jahre als Spalten darstellen
e_ses_unemployment <- e_ses_unemployment %>%
pivot_wider(names_from = year, values_from = e_ses_unemployment)
# Durchschnitt über alle Jahre berechnen und neue Spalte hinzufügen
e_ses_unemployment <- e_ses_unemployment %>%
mutate(e_ses_unemployment = rowMeans(select(., starts_with("20")), na.rm = TRUE))
# Rename iso3c to COUNTRY
e_ses_unemployment <- e_ses_unemployment %>%
rename(COUNTRY = iso3c)
# Werte mit 0 oder NaN durch NA ersetzen
e_ses_unemployment <- e_ses_unemployment %>%
mutate(e_ses_unemployment = case_when(
is.nan(e_ses_unemployment) ~ NA_real_,
e_ses_unemployment == 0 ~ NA_real_,
TRUE ~ e_ses_unemployment
))
# Zeige die ersten Zeilen der transformierten Daten
#view(e_ses_unemployment)
e_ses_school: SL.UEM.TOTL.ZS - Unemployment, total (% of total labor
force) (modeled ILO estimate)
Unemployment refers to the share of the labor force that is without
work but available for and seeking employment.
countries <- c("AFG", "DZA", "AND", "ARG", "ARM", "AUS", "AUT", "AZE", "BGD", "BLR", "BOL", "BIH", "BWA", "BRA", "BGR", "BFA", "KHM", "CMR", "CAN", "CHL", "CHN", "COL", "CRI", "HRV", "CYP", "CZE", "ECU", "EGY", "EST", "ETH", "FIN", "FRA", "GEO", "DEU", "GHA", "GRC", "GTM", "HTI", "HKG", "HUN", "IND", "IDN", "IRN", "IRQ", "ISR", "ITA", "JPN", "JOR", "KAZ", "KEN", "KWT", "KGZ", "LBN", "LBY", "LTU", "MWI", "MYS", "MLI", "MEX", "MDA", "MAR", "NLD", "NZL", "NIC", "NGA", "NOR", "PAK", "PSE", "PER", "PHL", "POL", "PRT", "QAT", "ROU", "RUS", "RWA", "SAU", "SRB", "SGP", "SVN", "ZAF", "KOR", "ESP", "LKA", "SUR", "SWE", "CHE", "TWN", "TZA", "THA", "TTO", "TUN", "TUR", "UGA", "UKR", "ARE", "GBR", "USA", "URY", "UZB", "VEN", "VNM", "YEM", "ZMB", "ZWE")
indicators <- c("SE.ENR.PRSC.FM.ZS")
# Daten abrufen
e_ses_school <- WDI(country = countries, indicator = indicators, start = 2005, end = 2014)
# Spalten umbenennen
e_ses_school <- e_ses_school %>%
rename(e_ses_school = `SE.ENR.PRSC.FM.ZS`)
# Daten transformieren: Jahre als Spalten darstellen
e_ses_school <- e_ses_school %>%
pivot_wider(names_from = year, values_from = e_ses_school)
# Durchschnitt über alle Jahre berechnen und neue Spalte hinzufügen
e_ses_school <- e_ses_school %>%
mutate(e_ses_school = rowMeans(select(., starts_with("20")), na.rm = TRUE))
# Rename iso3c to COUNTRY
e_ses_school <- e_ses_school %>%
rename(COUNTRY = iso3c)
# Werte mit 0 oder NaN durch NA ersetzen
e_ses_school <- e_ses_school %>%
mutate(e_ses_school = case_when(
is.nan(e_ses_school) ~ NA_real_,
e_ses_school == 0 ~ NA_real_,
TRUE ~ e_ses_school
))
# Zeige die ersten Zeilen der transformierten Daten
#view(e_ses_school)
e_ses_water: ER.H2O.FWTL.ZS - Annual freshwater withdrawals, total
(% of internal resources)
Annual freshwater withdrawals refer to total water withdrawals, not
counting evaporation losses from storage basins. Withdrawals also
include water from desalination plants in countries where they are a
significant source. Withdrawals can exceed 100 percent of total
renewable resources where extraction from nonrenewable aquifers or
desalination plants is considerable or where there is significant water
reuse. Withdrawals for agriculture and industry are total withdrawals
for irrigation and livestock production and for direct industrial use
(including withdrawals for cooling thermoelectric plants). Withdrawals
for domestic uses include drinking water, municipal use or supply, and
use for public services, commercial establishments, and homes.
countries <- c("AFG", "DZA", "AND", "ARG", "ARM", "AUS", "AUT", "AZE", "BGD", "BLR", "BOL", "BIH", "BWA", "BRA", "BGR", "BFA", "KHM", "CMR", "CAN", "CHL", "CHN", "COL", "CRI", "HRV", "CYP", "CZE", "ECU", "EGY", "EST", "ETH", "FIN", "FRA", "GEO", "DEU", "GHA", "GRC", "GTM", "HTI", "HKG", "HUN", "IND", "IDN", "IRN", "IRQ", "ISR", "ITA", "JPN", "JOR", "KAZ", "KEN", "KWT", "KGZ", "LBN", "LBY", "LTU", "MWI", "MYS", "MLI", "MEX", "MDA", "MAR", "NLD", "NZL", "NIC", "NGA", "NOR", "PAK", "PSE", "PER", "PHL", "POL", "PRT", "QAT", "ROU", "RUS", "RWA", "SAU", "SRB", "SGP", "SVN", "ZAF", "KOR", "ESP", "LKA", "SUR", "SWE", "CHE", "TWN", "TZA", "THA", "TTO", "TUN", "TUR", "UGA", "UKR", "ARE", "GBR", "USA", "URY", "UZB", "VEN", "VNM", "YEM", "ZMB", "ZWE")
indicators <- c("ER.H2O.FWTL.ZS")
# Daten abrufen
e_ses_water <- WDI(country = countries, indicator = indicators, start = 2005, end = 2014)
# Spalten umbenennen
e_ses_water <- e_ses_water %>%
rename(e_ses_water = `ER.H2O.FWTL.ZS`)
# Daten transformieren: Jahre als Spalten darstellen
e_ses_water <- e_ses_water %>%
pivot_wider(names_from = year, values_from = e_ses_water)
# Durchschnitt über alle Jahre berechnen und neue Spalte hinzufügen
e_ses_water <- e_ses_water %>%
mutate(e_ses_water = rowMeans(select(., starts_with("20")), na.rm = TRUE))
# Rename iso3c to COUNTRY
e_ses_water <- e_ses_water %>%
rename(COUNTRY = iso3c)
# Werte mit 0 oder NaN durch NA ersetzen
e_ses_water <- e_ses_water %>%
mutate(e_ses_water = case_when(
is.nan(e_ses_water) ~ NA_real_,
e_ses_water == 0 ~ NA_real_,
TRUE ~ e_ses_water
))
# Zeige die ersten Zeilen der transformierten Daten
#view(e_ses_water)
Join Specifications to hardship_HS
hardship_environment <- left_join(hardship_environment, e_oth_safewater[, c("COUNTRY", "e_oth_safewater")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_oth_drinkingwater[, c("COUNTRY", "e_oth_drinkingwater")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_watersanithyg100k[, c("COUNTRY", "e_exp_watersanithyg100k")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_watersanithyg[, c("COUNTRY", "e_exp_watersanithyg")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_disaster[, c("COUNTRY", "e_exp_disaster")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_airdeath100k[, c("COUNTRY", "e_exp_airdeath100k")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_gini[, c("COUNTRY", "e_ses_gini")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_unemployment[, c("COUNTRY", "e_ses_unemployment")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_school[, c("COUNTRY", "e_ses_school")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_water[, c("COUNTRY", "e_ses_water")], by = "COUNTRY")
head(hardship_environment)
## COUNTRY homiciderate gdp infantmortality lifeexpectancy gini
## 1 AFG 0.73081567 2.2360657 2.37578109 4.0022569 -0.9956570
## 2 DZA -0.94251429 0.3486396 0.67575023 -0.4367913 -1.2221060
## 3 AND -0.37932540 -1.0837948 -1.34931275 -1.2409599 -1.2724280
## 4 ARG 0.30124250 -0.2861997 -0.07668981 -0.4796043 0.6272279
## 5 ARM 0.06070368 0.1067501 0.18958519 -0.1468729 -1.5240381
## 6 AUS -1.04808642 -1.0818945 -1.21803875 -1.1806477 -0.3792123
## femalemale_primedu hardship_index country avg_age avg_hardship_index
## 1 8.81084638 2.86001812 Afghanistan -0.69804334 2.86001812
## 2 -0.27456306 -0.30859746 Algeria -0.30657247 -0.30859746
## 3 -0.27552784 -0.93355812 Andorra -0.06025079 -0.93355812
## 4 -0.27552784 -0.03159187 Argentina 0.17942269 -0.03159187
## 5 0.01555433 -0.21638627 Armenia 0.28752726 -0.21638627
## 6 -0.29382066 -0.86695006 Australia 0.55954069 -0.86695006
## avg_risktaking HS_original_infantmortality HS_original_lifeexpectancy
## 1 51.72412 2.37578109 4.0022569
## 2 53.03729 0.67575023 -0.4367913
## 3 51.90591 -1.34931275 -1.2409599
## 4 48.60275 -0.07668981 -0.4796043
## 5 48.98472 0.18958519 -0.1468729
## 6 49.05534 -1.21803875 -1.1806477
## e_original_gini f_original_gini c_original_homiciderate f_original_gdp
## 1 -0.9956570 -0.9956570 0.73081567 2.2360657
## 2 -1.2221060 -1.2221060 -0.94251429 0.3486396
## 3 -1.2724280 -1.2724280 -0.37932540 -1.0837948
## 4 0.6272279 0.6272279 0.30124250 -0.2861997
## 5 -1.5240381 -1.5240381 0.06070368 0.1067501
## 6 -0.3792123 -0.3792123 -1.04808642 -1.0818945
## HS_original_genderequality e_oth_safewater e_oth_drinkingwater
## 1 8.81084638 19.29776 49.65501
## 2 -0.27456306 74.96667 92.19125
## 3 -0.27552784 90.64000 100.00000
## 4 -0.27552784 NA 97.69833
## 5 0.01555433 83.13354 97.85505
## 6 -0.29382066 NA 99.85179
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k
## 1 282.40 4121 0.00000 290.252286
## 2 24.60 610 0.22000 51.692000
## 3 0.54 NA NA NA
## 4 0.84 279 3.04250 32.911429
## 5 4.56 5 28.35571 84.454000
## 6 0.12 52 0.11750 9.799429
## e_ses_gini e_ses_unemployment e_ses_school e_ses_water
## 1 NA 7.8486 0.6151610 43.015907
## 2 27.60000 11.3737 0.9936571 66.042586
## 3 NA NA NA NA
## 4 44.00000 8.3015 1.0390530 12.428502
## 5 30.52000 15.7786 1.0091329 39.753608
## 6 34.83333 5.1272 NA 3.287998
Missing Countries
# Auswahl aller Spalten, die mit "F_" beginnen
missing_countries <- grep("^e_", names(hardship_environment), value = TRUE)
# Berechnung des Prozentsatzes der fehlenden Werte pro Land
missing_percentages <- hardship_environment %>%
select(country, all_of(missing_countries)) %>%
group_by(country) %>%
summarise_each(funs(sum(is.na(.)) / n() * 100), all_of(missing_countries)) %>%
mutate(average_missing = rowMeans(select(., -country), na.rm = TRUE)) %>%
arrange(desc(average_missing)) # Sortiert die Daten absteigend nach dem durchschnittlichen Prozentsatz der fehlenden Werte
# Ausgabe der Ergebnisse
print(missing_percentages)
## # A tibble: 106 × 13
## country e_original_gini e_oth_safewater e_oth_drinkingwater
## <chr> <dbl> <dbl> <dbl>
## 1 Serbia and Montenegro 100 100 100
## 2 Taiwan 0 100 100
## 3 <NA> 0 100 100
## 4 Andorra 0 0 0
## 5 Libya 0 100 0
## 6 Haiti 0 100 0
## 7 Kuwait 0 0 0
## 8 Palestine 0 0 0
## 9 Saudi Arabia 0 100 0
## 10 Trinidad and Tobago 0 100 0
## # ℹ 96 more rows
## # ℹ 9 more variables: e_exp_watersanithyg100k <dbl>, e_exp_watersanithyg <dbl>,
## # e_exp_disaster <dbl>, e_exp_airdeath100k <dbl>, e_ses_gini <dbl>,
## # e_ses_unemployment <dbl>, e_ses_school <dbl>, e_ses_water <dbl>,
## # average_missing <dbl>
# Länder HKG, RAW und TWN aus dem Datensatz entfernen
hardship_environment <- hardship_environment %>%
filter(!COUNTRY %in% c("TWN", "AND"))
hardship_environment <- hardship_environment %>%
filter(!country %in% c("Serbia and Montenegro"))
head(hardship_environment)
## COUNTRY homiciderate gdp infantmortality lifeexpectancy gini
## 1 AFG 0.73081567 2.2360657 2.37578109 4.0022569 -0.9956570
## 2 DZA -0.94251429 0.3486396 0.67575023 -0.4367913 -1.2221060
## 3 ARG 0.30124250 -0.2861997 -0.07668981 -0.4796043 0.6272279
## 4 ARM 0.06070368 0.1067501 0.18958519 -0.1468729 -1.5240381
## 5 AUS -1.04808642 -1.0818945 -1.21803875 -1.1806477 -0.3792123
## 6 AUT -1.48343702 -1.1603490 -1.13911760 -1.0649213 -0.8950129
## femalemale_primedu hardship_index country avg_age avg_hardship_index
## 1 8.81084638 2.86001812 Afghanistan -0.6980433 2.86001812
## 2 -0.27456306 -0.30859746 Algeria -0.3065725 -0.30859746
## 3 -0.27552784 -0.03159187 Argentina 0.1794227 -0.03159187
## 4 0.01555433 -0.21638627 Armenia 0.2875273 -0.21638627
## 5 -0.29382066 -0.86695006 Australia 0.5595407 -0.86695006
## 6 0.06355315 -0.94654744 Austria 0.6472993 -0.94654744
## avg_risktaking HS_original_infantmortality HS_original_lifeexpectancy
## 1 51.72412 2.37578109 4.0022569
## 2 53.03729 0.67575023 -0.4367913
## 3 48.60275 -0.07668981 -0.4796043
## 4 48.98472 0.18958519 -0.1468729
## 5 49.05534 -1.21803875 -1.1806477
## 6 48.54463 -1.13911760 -1.0649213
## e_original_gini f_original_gini c_original_homiciderate f_original_gdp
## 1 -0.9956570 -0.9956570 0.73081567 2.2360657
## 2 -1.2221060 -1.2221060 -0.94251429 0.3486396
## 3 0.6272279 0.6272279 0.30124250 -0.2861997
## 4 -1.5240381 -1.5240381 0.06070368 0.1067501
## 5 -0.3792123 -0.3792123 -1.04808642 -1.0818945
## 6 -0.8950129 -0.8950129 -1.48343702 -1.1603490
## HS_original_genderequality e_oth_safewater e_oth_drinkingwater
## 1 8.81084638 19.29776 49.65501
## 2 -0.27456306 74.96667 92.19125
## 3 -0.27552784 NA 97.69833
## 4 0.01555433 83.13354 97.85505
## 5 -0.29382066 NA 99.85179
## 6 0.06355315 98.38037 100.00000
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k
## 1 282.40 4121 0.00000000 290.252286
## 2 24.60 610 0.22000000 51.692000
## 3 0.84 279 3.04250000 32.911429
## 4 4.56 5 28.35571429 84.454000
## 5 0.12 52 0.11750000 9.799429
## 6 0.16 27 0.09285714 21.194571
## e_ses_gini e_ses_unemployment e_ses_school e_ses_water
## 1 NA 7.8486 0.6151610 43.015907
## 2 27.60000 11.3737 0.9936571 66.042586
## 3 44.00000 8.3015 1.0390530 12.428502
## 4 30.52000 15.7786 1.0091329 39.753608
## 5 34.83333 5.1272 NA 3.287998
## 6 30.37000 5.0950 0.9691420 6.304407
hardship_environment <- hardship_environment %>% select(COUNTRY, country, avg_risktaking, e_original_gini, e_oth_safewater, e_oth_drinkingwater, e_exp_watersanithyg100k, e_exp_watersanithyg, e_exp_disaster, e_exp_airdeath100k, e_ses_gini, e_ses_unemployment, e_ses_school, e_ses_water)
str(hardship_Finance)
## 'data.frame': 105 obs. of 12 variables:
## $ COUNTRY : chr "AFG" "DZA" "AND" "ARG" ...
## $ homiciderate : num 0.7308 -0.9425 -0.3793 0.3012 0.0607 ...
## $ gdp : num 2.236 0.349 -1.084 -0.286 0.107 ...
## $ infantmortality : num 2.3758 0.6758 -1.3493 -0.0767 0.1896 ...
## $ lifeexpectancy : num 4.002 -0.437 -1.241 -0.48 -0.147 ...
## $ gini : num -0.996 -1.222 -1.272 0.627 -1.524 ...
## $ femalemale_primedu: num 8.8108 -0.2746 -0.2755 -0.2755 0.0156 ...
## $ hardship_index : num 2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
## $ country : chr "Afghanistan" "Algeria" "Andorra" "Argentina" ...
## $ avg_age : num -0.698 -0.3066 -0.0603 0.1794 0.2875 ...
## $ avg_hardship_index: num 2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
## $ avg_risktaking : num 51.7 53 51.9 48.6 49 ...
Missing values
Prüfung auf den Mechanismus des Fehlens von Daten
# Laden des Pakets
library(mice)
# Little's MCAR-Test durchführen
mcar_test <- mice::md.pattern(hardship_environment, plot = TRUE)
# Ausgabe des Testergebnisses
print(mcar_test)
## COUNTRY e_original_gini e_ses_unemployment country avg_risktaking
## 47 1 1 1 1 1
## 16 1 1 1 1 1
## 11 1 1 1 1 1
## 4 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 3 1 1 1 1 1
## 3 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 4 1 1 1 1 1
## 2 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 1 1
## 1 1 1 1 0 0
## 0 0 0 1 1
## e_oth_drinkingwater e_exp_watersanithyg e_ses_water e_exp_airdeath100k
## 47 1 1 1 1
## 16 1 1 1 1
## 11 1 1 1 1
## 4 1 1 1 1
## 1 1 1 1 1
## 1 1 1 1 1
## 1 1 1 1 1
## 3 1 1 1 1
## 3 1 1 1 1
## 1 1 1 1 1
## 1 1 1 1 1
## 4 1 1 1 1
## 2 1 1 1 1
## 1 1 1 1 1
## 1 1 1 1 1
## 1 1 1 1 0
## 1 1 1 1 0
## 1 1 1 1 0
## 1 1 1 0 1
## 1 1 0 1 0
## 1 0 0 0 0
## 1 2 2 5
## e_exp_disaster e_ses_school e_ses_gini e_exp_watersanithyg100k
## 47 1 1 1 1
## 16 1 1 1 1
## 11 1 1 1 0
## 4 1 1 0 1
## 1 1 1 0 1
## 1 1 1 0 0
## 1 1 1 0 0
## 3 1 0 1 1
## 3 1 0 1 1
## 1 1 0 0 1
## 1 1 0 0 1
## 4 0 1 1 1
## 2 0 1 1 0
## 1 0 1 0 1
## 1 0 0 1 1
## 1 1 1 1 1
## 1 1 0 1 1
## 1 0 1 0 0
## 1 1 1 0 0
## 1 1 1 1 0
## 1 0 1 0 0
## 10 10 13 19
## e_oth_safewater
## 47 1 0
## 16 0 1
## 11 1 1
## 4 1 1
## 1 0 2
## 1 1 2
## 1 0 3
## 3 1 1
## 3 0 2
## 1 1 2
## 1 0 3
## 4 1 1
## 2 1 2
## 1 1 2
## 1 0 3
## 1 1 1
## 1 1 2
## 1 0 5
## 1 1 3
## 1 1 3
## 1 0 10
## 25 89
Little’s MCAR-Test
# Installieren des naniar Pakets, falls noch nicht geschehen
if (!require("naniar")) install.packages("naniar")
# Laden des Pakets
library(naniar)
# Durchführung von Little's MCAR-Test (ähnlich)
mcar_test <- naniar::mcar_test(hardship_environment)
# Ausgabe des Testergebnisses
print(mcar_test)
## # A tibble: 1 × 4
## statistic df p.value missing.patterns
## <dbl> <dbl> <dbl> <int>
## 1 222. 230 0.636 21
library(mice)
library(VIM)
aggr_plot <- aggr(hardship_environment, col = c('navyblue', 'red'), numbers = TRUE, sortVars = TRUE,
labels = names(hardship_environment), cex.axis = 0.7, gap = 3, ylab = c("Missing Data", "Pattern"))
##
## Variables sorted by number of missings:
## Variable Count
## e_oth_safewater 0.242718447
## e_exp_watersanithyg100k 0.184466019
## e_ses_gini 0.126213592
## e_exp_disaster 0.097087379
## e_ses_school 0.097087379
## e_exp_airdeath100k 0.048543689
## e_exp_watersanithyg 0.019417476
## e_ses_water 0.019417476
## country 0.009708738
## avg_risktaking 0.009708738
## e_oth_drinkingwater 0.009708738
## COUNTRY 0.000000000
## e_original_gini 0.000000000
## e_ses_unemployment 0.000000000
vis_miss(hardship_environment)
# Berechnung des Anteils fehlender Werte für jede Variable
missing_percentages <- sapply(hardship_environment, function(x) {
sum(is.na(x)) / length(x) * 100
})
# Ausgabe der Ergebnisse
missing_percentages
## COUNTRY country avg_risktaking
## 0.0000000 0.9708738 0.9708738
## e_original_gini e_oth_safewater e_oth_drinkingwater
## 0.0000000 24.2718447 0.9708738
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster
## 18.4466019 1.9417476 9.7087379
## e_exp_airdeath100k e_ses_gini e_ses_unemployment
## 4.8543689 12.6213592 0.0000000
## e_ses_school e_ses_water
## 9.7087379 1.9417476
# Darstellung der Ergebnisse in einem Dataframe
missing_summary <- data.frame(
Variable = names(missing_percentages),
MissingPercentage = missing_percentages
)
# Sortiere die Variablen nach dem Prozentsatz der fehlenden Werte
missing_summary <- missing_summary[order(-missing_summary$MissingPercentage), ]
# Ausgabe der Tabelle
print(missing_summary)
## Variable MissingPercentage
## e_oth_safewater e_oth_safewater 24.2718447
## e_exp_watersanithyg100k e_exp_watersanithyg100k 18.4466019
## e_ses_gini e_ses_gini 12.6213592
## e_exp_disaster e_exp_disaster 9.7087379
## e_ses_school e_ses_school 9.7087379
## e_exp_airdeath100k e_exp_airdeath100k 4.8543689
## e_exp_watersanithyg e_exp_watersanithyg 1.9417476
## e_ses_water e_ses_water 1.9417476
## country country 0.9708738
## avg_risktaking avg_risktaking 0.9708738
## e_oth_drinkingwater e_oth_drinkingwater 0.9708738
## COUNTRY COUNTRY 0.0000000
## e_original_gini e_original_gini 0.0000000
## e_ses_unemployment e_ses_unemployment 0.0000000
# Überprüfe, ob alle Variablen tatsächlich numerisch sind
sapply(hardship_environment, function(x) all(is.numeric(x)))
## COUNTRY country avg_risktaking
## FALSE FALSE TRUE
## e_original_gini e_oth_safewater e_oth_drinkingwater
## TRUE TRUE TRUE
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster
## TRUE TRUE TRUE
## e_exp_airdeath100k e_ses_gini e_ses_unemployment
## TRUE TRUE TRUE
## e_ses_school e_ses_water
## TRUE TRUE
# Erstelle einen Methoden-Vektor
methods <- rep("none", ncol(hardship_environment))
names(methods) <- colnames(hardship_environment)
# Weisen den relevanten Spalten Imputationsmethoden zu
methods["e_original_gini"] <- "pmm" # Numerisch
methods["e_oth_safewater"] <- "pmm" # Numerisch
methods["e_exp_watersanithyg100k"] <- "pmm" # Numerisch
methods["e_ses_gini"] <- "pmm" # Numerisch
methods["e_ses_school"] <- "pmm" # Numerisch
methods["e_exp_disaster"] <- "pmm" # Numerisch
methods["e_exp_airdeath100k"] <- "pmm" # Numerisch
methods["e_exp_watersanithyg"] <- "pmm" # Numerisch
methods["e_ses_water"] <- "pmm" # Numerisch
methods["e_oth_drinkingwater"] <- "pmm" # Numerisch
methods["e_ses_unemployment"] <- "pmm" # Numerisch
Impute data
# Auswahl nur der numerischen Spalten
hardship_environment_numeric <- hardship_environment %>%
select(where(is.numeric)) %>%
select(-avg_risktaking)
# Durchführung der Imputation nur für die numerischen Spalten
library(mice)
imputed_data <- mice(
hardship_environment_numeric,
m = 20, # 5 vollständige Datensätze erzeugen
maxit = 50, # Maximale Iterationen
seed = 123 # Reproduzierbarkeit
)
##
## iter imp variable
## 1 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 1 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 2 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 3 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 4 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 5 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 6 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 7 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 8 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 9 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 10 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 11 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 12 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 13 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 14 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 15 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 16 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 17 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 18 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 19 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 20 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 21 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 22 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 23 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 24 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 25 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 26 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 27 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 28 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 29 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 30 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 31 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 32 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 33 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 34 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 35 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 36 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 37 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 38 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 39 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 40 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 41 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 42 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 43 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 44 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 45 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 46 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 47 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 48 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 49 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 1 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 2 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 3 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 4 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 5 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 6 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 7 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 8 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 9 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 10 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 11 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 12 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 13 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 14 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 15 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 16 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 17 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 18 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 19 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
## 50 20 e_oth_safewater e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_school e_ses_water
# Zusammenfassung der Imputationsergebnisse
summary(imputed_data)
## Class: mids
## Number of multiple imputations: 20
## Imputation methods:
## e_original_gini e_oth_safewater e_oth_drinkingwater
## "" "pmm" "pmm"
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster
## "pmm" "pmm" "pmm"
## e_exp_airdeath100k e_ses_gini e_ses_unemployment
## "pmm" "pmm" ""
## e_ses_school e_ses_water
## "pmm" "pmm"
## PredictorMatrix:
## e_original_gini e_oth_safewater e_oth_drinkingwater
## e_original_gini 0 1 1
## e_oth_safewater 1 0 1
## e_oth_drinkingwater 1 1 0
## e_exp_watersanithyg100k 1 1 1
## e_exp_watersanithyg 1 1 1
## e_exp_disaster 1 1 1
## e_exp_watersanithyg100k e_exp_watersanithyg
## e_original_gini 1 1
## e_oth_safewater 1 1
## e_oth_drinkingwater 1 1
## e_exp_watersanithyg100k 0 1
## e_exp_watersanithyg 1 0
## e_exp_disaster 1 1
## e_exp_disaster e_exp_airdeath100k e_ses_gini
## e_original_gini 1 1 1
## e_oth_safewater 1 1 1
## e_oth_drinkingwater 1 1 1
## e_exp_watersanithyg100k 1 1 1
## e_exp_watersanithyg 1 1 1
## e_exp_disaster 0 1 1
## e_ses_unemployment e_ses_school e_ses_water
## e_original_gini 1 1 1
## e_oth_safewater 1 1 1
## e_oth_drinkingwater 1 1 1
## e_exp_watersanithyg100k 1 1 1
## e_exp_watersanithyg 1 1 1
## e_exp_disaster 1 1 1
# Zugriff auf den ersten vollständig imputierten Datensatz
completed_data <- complete(imputed_data, 1)
# Überprüfung der Struktur des vollständigen Datensatzes
#str(completed_data)
imputed_data$imp$e_oth_safewater # Zeigt die imputierten Werte für diese Variable
## 1 2 3 4 5 6 7
## 3 97.042817 79.156070 89.251077 76.433487 83.167305 74.644730 82.591372
## 5 94.185688 89.297143 74.966673 95.711932 87.737930 95.711932 96.700000
## 10 51.694520 54.889830 51.694520 66.609538 54.889830 55.406393 51.937398
## 12 25.038652 51.937398 38.987115 57.663335 25.038652 45.346410 45.346410
## 15 22.067440 25.038652 21.028092 22.067440 22.067440 6.932845 22.067440
## 17 6.932845 22.067440 11.139485 11.139485 11.139485 6.932845 11.139485
## 20 57.663335 46.291380 55.406393 54.889830 51.694520 57.663335 26.774252
## 27 99.474540 99.474540 92.465317 99.535147 92.465317 92.465317 97.781015
## 37 11.139485 22.067440 11.139485 22.067440 28.213052 6.932845 22.067440
## 38 100.000000 51.937398 46.291380 97.781015 54.889830 51.937398 63.052548
## 40 57.663335 7.873342 19.297757 6.932845 6.932845 19.297757 7.873342
## 49 28.213052 28.213052 28.213052 11.139485 19.297757 19.297757 6.932845
## 53 99.982063 100.000000 97.781015 97.781015 48.469347 99.535147 87.737930
## 57 22.067440 38.987115 28.213052 25.038652 38.987115 45.346410 45.346410
## 75 19.297757 45.346410 6.932845 22.067440 19.297757 11.139485 6.932845
## 76 97.781015 97.042817 99.535147 99.982063 81.845195 99.474540 97.781015
## 80 53.681063 77.910732 53.681063 48.469347 51.937398 62.537050 77.910732
## 88 88.474128 41.339865 75.280042 83.167305 89.251077 74.644730 74.644730
## 89 83.167305 71.335555 79.156070 45.748000 74.644730 97.042817 83.133540
## 91 79.354213 98.137902 79.156070 75.280042 55.008600 83.167305 95.253232
## 94 92.465317 74.966673 97.781015 99.474540 99.474540 99.982063 76.433487
## 97 76.433487 55.008600 92.540180 97.042817 96.393118 83.133540 82.591372
## 99 41.339865 77.910732 74.718625 79.354213 74.718625 74.644730 71.335555
## 101 21.028092 26.774252 25.038652 19.297757 6.932845 22.067440 19.297757
## 102 11.139485 25.038652 28.213052 28.213052 11.139485 11.139485 25.038652
## 8 9 10 11 12 13 14
## 3 74.644730 97.042817 92.35982 83.167305 97.042817 96.393118 75.280042
## 5 99.947095 99.350905 87.73793 95.711932 89.297143 98.137902 97.664362
## 10 55.406393 26.774252 46.29138 51.694520 62.537050 51.694520 57.663335
## 12 25.038652 22.067440 57.66333 22.067440 28.213052 51.937398 45.346410
## 15 22.067440 19.297757 11.13949 11.139485 19.297757 19.297757 19.297757
## 17 19.297757 7.873342 11.13949 6.932845 6.932845 19.297757 11.139485
## 20 45.748000 26.774252 51.69452 51.694520 46.291380 51.694520 26.774252
## 27 99.474540 92.465317 99.53515 99.474540 99.535147 99.982063 19.297757
## 37 19.297757 21.028092 25.03865 6.932845 25.038652 25.038652 11.139485
## 38 74.718625 51.251137 93.28912 51.694520 92.465317 45.346410 63.052548
## 40 7.873342 7.873342 51.93740 21.028092 6.932845 6.932845 93.289123
## 49 19.297757 6.932845 25.03865 19.297757 25.038652 11.139485 22.067440
## 53 75.280042 97.781015 100.00000 75.280042 94.185688 83.133540 66.140613
## 57 38.987115 11.139485 45.34641 22.067440 38.987115 11.139485 19.297757
## 75 28.213052 11.139485 11.13949 22.067440 6.932845 45.346410 6.932845
## 76 92.359818 99.982063 81.84520 99.982063 97.781015 100.000000 51.937398
## 80 26.774252 46.291380 45.74800 54.889830 22.067440 51.694520 51.694520
## 88 74.644730 45.748000 74.64473 77.910732 89.251077 74.644730 79.354213
## 89 55.008600 77.910732 74.64473 94.867207 55.008600 88.474128 41.339865
## 91 89.251077 77.910732 79.15607 93.289123 74.644730 53.681063 97.042817
## 94 99.474540 99.535147 99.53515 99.982063 99.535147 99.474540 57.663335
## 97 92.359818 92.540180 100.00000 79.156070 92.540180 81.845195 55.008600
## 99 74.718625 62.537050 75.28004 66.609538 74.644730 53.681063 74.718625
## 101 7.873342 6.932845 11.13949 19.297757 25.038652 21.028092 28.213052
## 102 7.873342 19.297757 19.29776 7.873342 19.297757 28.213052 6.932845
## 15 16 17 18 19 20
## 3 71.335555 55.008600 92.54018 79.156070 83.133540 79.156070
## 5 97.042817 95.253232 99.35090 97.394740 97.810510 64.079782
## 10 51.694520 51.694520 51.93740 46.291380 57.663335 51.694520
## 12 45.346410 11.139485 38.98712 22.067440 22.067440 45.346410
## 15 21.028092 22.067440 19.29776 19.297757 6.932845 11.139485
## 17 6.932845 6.932845 11.13949 6.932845 21.028092 11.139485
## 20 26.774252 38.987115 54.88983 51.694520 26.774252 26.774252
## 27 97.781015 99.535147 28.21305 99.559905 99.559905 7.873342
## 37 11.139485 28.213052 28.21305 6.932845 19.297757 22.067440
## 38 88.474128 45.748000 92.35982 55.406393 22.067440 55.406393
## 40 19.297757 57.663335 19.29776 6.932845 8.508572 21.028092
## 49 28.213052 11.139485 21.02809 21.028092 21.028092 28.213052
## 53 100.000000 92.359818 55.40639 99.643473 82.591372 45.748000
## 57 25.038652 45.346410 22.06744 22.067440 28.213052 11.139485
## 75 6.932845 28.213052 19.29776 28.213052 21.028092 7.873342
## 76 92.465317 75.280042 74.64473 99.982063 41.339865 51.937398
## 80 57.663335 46.291380 51.25114 54.889830 48.469347 51.937398
## 88 74.718625 74.644730 79.35421 74.644730 71.335555 77.910732
## 89 66.140613 79.156070 81.84520 79.156070 81.845195 79.156070
## 91 83.167305 71.335555 74.64473 76.433487 83.167305 92.540180
## 94 99.559905 94.867207 54.88983 99.535147 55.008600 38.987115
## 97 55.008600 76.433487 92.35982 82.591372 94.867207 92.540180
## 99 63.052548 74.718625 41.33987 88.474128 41.339865 93.289123
## 101 45.346410 7.873342 19.29776 25.038652 45.346410 22.067440
## 102 6.932845 11.139485 22.06744 28.213052 7.873342 19.297757
imputed_data$imp$e_exp_watersanithyg100k # Zeigt die imputierten Werte für diese Variable
## 1 2 3 4 5 6 7 8 9 10 11 12
## 31 1.47 0.55 1.96 0.12 0.16 0.06 0.59 0.33 1.47 0.59 0.59 0.33
## 35 13.24 4.36 0.77 9.17 0.45 19.31 2.46 0.50 7.15 0.59 0.45 9.17
## 38 0.70 84.74 18.20 9.17 0.12 0.92 13.24 14.63 0.77 0.28 9.31 0.67
## 42 0.50 13.24 24.60 0.16 25.96 9.19 0.20 3.94 0.12 1.96 13.24 25.96
## 44 0.03 0.12 1.47 0.33 8.42 5.90 2.46 2.46 1.96 8.20 0.70 5.90
## 45 0.82 4.96 4.36 0.20 0.28 2.46 0.59 0.28 4.96 0.55 0.20 1.96
## 50 0.22 0.06 0.92 0.67 24.60 0.20 0.22 0.67 1.27 8.20 8.20 5.90
## 53 12.32 13.36 12.32 4.18 0.28 24.21 0.55 19.31 8.42 13.36 8.34 0.12
## 54 0.22 0.59 24.21 84.74 19.31 8.20 0.06 8.20 13.36 0.22 13.36 8.20
## 62 1.47 0.84 0.12 13.36 0.39 0.22 0.22 4.36 0.22 0.55 0.59 0.59
## 67 5.90 0.55 13.24 0.70 0.50 4.96 0.59 0.70 0.33 0.20 13.36 0.14
## 70 0.12 13.65 4.56 0.50 0.81 9.31 9.19 19.31 0.77 13.24 0.17 19.31
## 71 1.09 0.59 4.56 5.90 0.50 4.96 0.92 0.59 0.59 8.20 1.96 0.28
## 73 43.10 0.67 12.32 0.14 0.28 4.96 4.96 0.33 2.46 0.00 1.96 8.34
## 76 19.31 16.13 8.34 18.20 0.17 31.65 0.55 0.12 32.99 0.17 0.17 7.15
## 77 25.96 0.77 9.31 0.12 25.96 37.64 0.17 7.15 9.31 0.50 9.17 4.18
## 79 0.22 0.55 0.77 0.33 0.33 8.20 1.47 0.59 0.55 0.59 0.55 8.20
## 81 1.09 0.77 0.70 0.39 7.15 0.28 0.03 43.10 1.09 0.92 4.36 13.65
## 95 0.59 1.27 1.47 0.22 0.67 0.39 8.20 0.14 1.47 0.59 0.55 4.96
## 13 14 15 16 17 18 19 20
## 31 0.20 0.00 0.67 1.27 1.27 0.92 0.84 1.47
## 35 4.56 8.20 5.90 13.24 0.17 0.70 0.16 0.82
## 38 21.80 12.32 0.59 37.64 0.92 21.80 32.99 13.24
## 42 0.50 0.17 8.34 3.72 9.19 8.34 0.50 0.45
## 44 43.10 0.59 0.20 8.34 13.65 0.28 0.12 0.55
## 45 1.27 4.96 0.67 1.47 0.20 0.92 0.00 0.20
## 50 0.16 1.27 1.27 0.77 13.36 1.27 12.32 0.84
## 53 3.94 1.09 0.59 5.90 4.56 0.67 3.72 0.28
## 54 49.58 0.59 31.65 0.84 0.55 0.81 0.67 49.58
## 62 4.36 1.27 0.12 0.03 1.27 0.59 8.20 13.36
## 67 0.70 4.36 0.12 1.47 32.99 0.70 5.90 0.84
## 70 19.31 25.96 0.17 7.15 9.31 24.60 0.77 13.65
## 71 9.31 0.22 4.56 0.12 0.70 0.16 2.46 0.84
## 73 0.16 7.15 4.36 1.09 12.32 0.06 0.67 13.65
## 76 7.15 32.99 0.33 37.64 0.17 25.96 8.34 13.24
## 77 14.63 9.19 4.18 9.31 40.81 9.19 19.31 3.72
## 79 0.77 1.09 7.15 8.20 13.36 0.33 1.47 4.36
## 81 12.32 0.28 4.96 0.39 1.27 0.12 0.16 0.70
## 95 0.55 0.82 0.70 2.46 0.55 0.55 0.00 0.28
imputed_data$imp$e_ses_gini # Zeigt die imputierten Werte für diese Variable
## 1 2 3 4 5 6 7 8 9
## 1 27.71000 27.7100 26.04000 26.36000 27.71000 32.50000 26.36000 27.71 27.71000
## 16 36.65556 36.2200 38.34000 39.16667 35.16000 40.10000 33.40000 36.90 40.10000
## 38 51.45000 53.6625 53.30000 46.68000 53.66250 60.50000 53.66250 43.20 53.30000
## 50 36.65556 36.2200 38.34000 33.40000 38.34000 41.58571 34.26000 33.40 35.16000
## 53 53.30000 53.6625 53.30000 60.50000 60.50000 53.30000 48.83000 48.83 53.30000
## 62 36.22000 36.2200 40.10000 41.42000 33.40000 41.42000 36.22000 40.10 34.75000
## 72 41.42000 41.4200 36.22000 43.48000 34.79000 45.50000 35.16000 40.10 41.42000
## 76 41.10000 43.4800 38.16667 37.55000 42.60000 44.00000 41.58571 45.50 47.00000
## 78 46.66667 44.7000 46.68000 48.10000 44.70000 46.68000 42.60000 48.10 46.68000
## 84 49.60000 48.9600 49.60000 48.96000 53.94444 48.83000 60.50000 49.60 53.94444
## 89 48.10000 37.5500 51.45000 43.20000 48.96000 47.20000 46.30000 46.30 43.20000
## 91 38.16667 47.0000 42.70000 42.70000 42.70000 47.00000 41.10000 34.79 44.00000
## 98 36.65556 36.2200 32.65000 35.16000 35.16000 36.90000 36.75000 32.65 34.26000
## 10 11 12 13 14 15 16 17
## 1 32.50000 26.04000 26.72000 26.36000 29.80000 26.36000 24.92000 24.92000
## 16 34.77000 33.40000 36.22000 34.21000 33.40000 39.90000 36.90000 33.40000
## 38 53.94444 53.30000 48.96000 48.83000 53.30000 53.94444 60.50000 53.66250
## 50 34.26000 36.22000 36.22000 34.75000 33.40000 39.16667 36.22000 39.16667
## 53 53.30000 53.30000 53.66250 60.50000 48.83000 60.50000 48.83000 53.30000
## 62 33.40000 40.10000 36.90000 34.75000 39.90000 33.40000 40.10000 38.34000
## 72 40.10000 46.40000 40.10000 35.46667 35.46667 40.10000 41.58571 41.42000
## 76 46.66667 44.00000 46.66667 44.70000 46.68000 43.48000 46.30000 47.20000
## 78 50.86667 48.10000 47.20000 46.68000 44.00000 50.86667 50.86667 48.10000
## 84 43.20000 49.60000 48.96000 49.60000 48.96000 48.96000 49.60000 51.45000
## 89 46.68000 50.86667 48.96000 51.45000 53.94444 43.20000 49.60000 48.10000
## 91 34.79000 43.87500 43.48000 42.70000 41.42000 47.00000 40.85000 40.85000
## 98 38.34000 38.34286 38.34000 36.65556 38.34000 38.34000 34.75000 38.34000
## 18 19 20
## 1 24.92000 27.71000 26.04000
## 16 41.58571 36.22000 35.16000
## 38 60.50000 53.94444 53.94444
## 50 39.16667 35.16000 34.75000
## 53 48.83000 53.66250 48.83000
## 62 41.42000 38.34000 36.22000
## 72 41.10000 41.42000 41.42000
## 76 43.48000 51.45000 48.10000
## 78 44.70000 44.70000 46.68000
## 84 48.96000 49.60000 48.96000
## 89 46.30000 51.45000 51.45000
## 91 39.05000 43.87500 43.87500
## 98 33.40000 34.75000 34.75000
imputed_data$imp$e_ses_school # Zeigt die imputierten Werte für diese Variable
## 1 2 3 4 5 6 7
## 5 1.0169040 1.0293290 0.9909500 1.0118022 1.0370460 0.955329 1.0452483
## 7 0.9936571 0.8498600 0.8138000 0.9478200 0.9685750 0.906040 0.9834810
## 11 1.0296750 0.9896530 0.9936571 0.9855560 0.9060400 0.947820 1.0053700
## 37 1.0146180 0.9896530 0.9060400 1.0660080 1.0186770 0.814530 0.7387650
## 52 1.0063675 0.9707290 1.0226550 0.9855912 0.9907933 1.066008 0.9948463
## 78 0.9960770 1.0293290 1.0091170 0.9909500 0.9960770 1.025339 1.0271840
## 89 1.0063675 0.9896530 1.0370460 0.9974300 1.0296750 1.046083 1.0296750
## 94 1.0091170 1.0253390 0.9992130 0.9906540 1.0044550 0.984632 0.9903970
## 100 0.9992130 1.0072675 0.9906540 0.9902800 1.0044550 0.970729 1.0715600
## 102 0.9685750 0.9738687 0.9685750 0.8145300 1.0186770 0.813800 0.9528811
## 8 9 10 11 12 13 14
## 5 1.0179170 0.9893930 1.0091170 0.989393 0.9971145 1.010887 1.0452483
## 7 0.9738687 0.9936571 1.0186770 0.983481 1.0660080 1.018677 0.8145300
## 11 0.9514420 1.0390780 1.0009422 1.007183 0.9676390 1.000942 0.9855560
## 37 0.9834810 0.9846320 0.9060400 1.066008 1.0660080 0.897447 0.9738687
## 52 1.0226550 1.0146180 0.9992130 1.017917 0.9761378 0.983481 1.0384590
## 78 1.0293290 1.0188180 1.0044550 0.955329 0.9960770 1.024757 0.9909500
## 89 1.0188180 1.0370460 1.0247570 1.038113 1.0247570 1.018818 1.0188180
## 94 0.9761378 0.9948463 0.9683237 1.031152 0.9385610 1.005196 1.0293290
## 100 0.9676390 0.9903970 0.9903970 1.006368 1.0179170 0.992214 1.0452483
## 102 0.8145300 0.9922140 0.9834810 0.968575 0.9834810 0.738765 0.8974470
## 15 16 17 18 19 20
## 5 1.039078 1.009230 1.031152 1.0311520 1.007450 1.0181511
## 7 0.989653 0.738765 0.738765 1.0226550 0.983481 0.9738687
## 11 1.000942 0.985556 1.010887 0.9984040 0.992214 1.0053700
## 37 1.005370 0.814530 0.814530 0.9805350 0.906040 0.9834810
## 52 0.955329 0.980535 1.007183 0.9960770 1.018151 1.0051960
## 78 1.007268 0.997430 1.037046 1.0452483 0.951442 0.9974300
## 89 1.038113 1.037046 1.037046 1.0715600 1.018151 1.0370460
## 94 0.947820 1.037046 1.004455 0.9971145 1.024757 0.9478200
## 100 0.989393 1.025339 0.968932 0.9893930 0.997430 1.0293290
## 102 1.005370 0.906040 0.849860 1.0053700 1.018677 1.0186770
imputed_data$imp$e_exp_disaster # Zeigt die imputierten Werte für diese Variable
## 1 2 3 4 5 6
## 18 0.00000000 6.4485714 6.2171429 6.448571 0.09666667 0.00000000
## 33 17.35500000 80.3500000 11.1157143 0.405000 0.10285714 0.09666667
## 35 0.08142857 16.5328571 16.5328571 0.125000 0.00000000 11.11571429
## 37 0.50142857 1.2150000 7.3850000 9.680000 0.24500000 7.38500000
## 38 0.26833333 0.2485714 1.8283333 80.350000 2.51333333 0.09666667
## 44 0.42285714 6.7514286 0.0675000 0.008000 17.35500000 0.06666667
## 53 0.40500000 0.2900000 1.8283333 28.355714 0.42285714 2.51333333
## 59 0.09250000 6.2171429 0.4800000 0.000000 0.12500000 2.19666667
## 64 0.91666667 0.4228571 2.7400000 3.055714 6.44857143 0.48000000
## 84 9.68000000 0.4100000 0.9514286 17.355000 0.96714286 0.84000000
## 7 8 9 10 11 12
## 18 0.08142857 0.0000000 0.00000000 1.820000 0.50142857 0.0675000
## 33 16.53285714 17.3550000 0.09666667 0.117500 0.60000000 0.0675000
## 35 0.08142857 0.0000000 16.53285714 0.185000 0.09666667 0.2450000
## 37 0.08142857 1.1200000 1.21500000 1.120000 2.51333333 0.2900000
## 38 6.25571429 0.0000000 3.04250000 0.245000 0.09666667 0.4100000
## 44 16.53285714 16.5328571 0.11750000 0.185000 17.35500000 0.2683333
## 53 3.05571429 0.7800000 0.24500000 6.255714 0.09666667 7.0971429
## 59 0.95142857 0.8600000 0.06000000 0.092500 2.51333333 0.5828571
## 64 0.84000000 2.5133333 2.12428571 0.185000 6.44857143 8.9114286
## 84 0.29000000 0.2485714 1.12000000 16.532857 0.29000000 9.6350000
## 13 14 15 16 17 18
## 18 0.42285714 0.4100000 0.0000000 0.09285714 0.00000 16.53285714
## 33 0.16333333 9.6800000 0.0000000 0.01666667 0.00000 0.09250000
## 35 0.15750000 0.8600000 3.0425000 6.44857143 0.09250 16.53285714
## 37 2.74000000 0.1850000 2.7400000 0.29000000 0.29000 0.86000000
## 38 0.78000000 8.9114286 17.3550000 0.09666667 1.12000 2.74000000
## 44 0.09666667 0.9514286 17.3550000 0.00000000 0.00800 0.09666667
## 53 0.91666667 2.5133333 0.0000000 16.53285714 0.00000 0.01666667
## 59 3.05571429 17.3550000 0.0000000 1.82833333 16.53286 0.24500000
## 64 0.24500000 0.0000000 17.3550000 0.00800000 0.00000 0.06750000
## 84 0.45000000 0.2900000 0.9166667 0.09250000 3.04250 0.00800000
## 19 20
## 18 10.86428571 0.91666667
## 33 0.22000000 2.51333333
## 35 2.74000000 3.57000000
## 37 9.63500000 0.44857143
## 38 0.92000000 0.09666667
## 44 10.86428571 0.29000000
## 53 0.58285714 0.09285714
## 59 0.09666667 0.91666667
## 64 0.42857143 1.67714286
## 84 0.58285714 11.11571429
imputed_data$imp$e_exp_airdeath100k # Zeigt die imputierten Werte für diese Variable
## 1 2 3 4 5 6 7
## 14 14.99357 10.51886 23.39486 84.45400 23.85757 50.13986 46.27243
## 38 17.07729 50.83971 95.48157 10.84000 153.49286 95.48157 49.05414
## 52 213.64629 46.40700 109.64700 126.84257 159.43086 153.49286 109.64700
## 53 26.45786 35.00229 23.57400 16.66900 46.40700 14.99357 37.18757
## 67 49.05414 73.30757 38.51286 95.33171 49.05414 49.61286 73.30757
## 8 9 10 11 12 13 14
## 14 17.89457 90.18900 58.43386 57.73800 35.00229 90.18900 17.89457
## 38 99.49957 49.61286 81.96314 95.33171 45.13257 67.85786 77.71600
## 52 109.64700 85.07786 85.07786 109.64700 119.85986 217.36429 119.85986
## 53 100.99386 10.30443 37.18757 18.58029 13.01186 100.99386 73.30757
## 67 49.61286 31.52171 90.18900 88.90457 104.18500 38.51286 85.07786
## 15 16 17 18 19 20
## 14 81.96314 10.51886 23.39486 12.87914 23.85757 19.89471
## 38 45.13257 109.64700 21.39557 95.48157 140.23457 171.61771
## 52 140.23457 153.49286 221.14671 194.61814 73.30757 109.64700
## 53 75.29286 12.87914 84.45400 26.45786 17.89457 38.51286
## 67 118.55057 23.39486 95.33171 100.99386 84.45400 88.90457
imputed_data$imp$e_exp_watersanithyg # Zeigt die imputierten Werte für diese Variable
## 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
## 38 27 348 10 282 117 3448 3 103 35124 39 103 39 8950 4509 16 35124 2524
## 67 87 1517 92 50 77 20 610 100 87 125 36 193 302 163 4643 2 9331
## 18 19 20
## 38 51 3 1104
## 67 12996 4 610
imputed_data$imp$e_ses_water # Zeigt die imputierten Werte für diese Variable
## 1 2 3 4 5 6 7
## 38 6.5440 0.7329215 4.095734 420.446429 1.159268 1790.0303 14.61822
## 50 420.4464 4.6791176 34.750583 1.354645 29.545833 420.4464 34.75058
## 8 9 10 11 12 13 14 15
## 38 304.8348 24.518939 6952.95 52.67901 32.76421 2.241365 1.522076 72.33463
## 50 420.4464 8.507292 6952.95 238.40237 16.88566 15.831903 7.344601 769.51429
## 16 17 18 19 20
## 38 19.47900 72.334630 769.5143 5.171609 72.334630
## 50 34.75058 3.828609 176.1080 3.026582 8.507292
imputed_data$imp$e_oth_drinkingwater # Zeigt die imputierten Werte für diese Variable
## 1 2 3 4 5 6 7 8 9
## 38 99.33 88.85758 82.7047 100 92.19125 84.13206 98.23608 89.11546 94.65996
## 10 11 12 13 14 15 16 17
## 38 98.84825 92.19125 95.47758 87.07698 94.00143 97.85505 84.13206 98.66765
## 18 19 20
## 38 82.7047 84.13206 88.59838
imputed_data$imp$e_ses_unemployment # Zeigt die imputierten Werte für diese Variable
## [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
## <0 rows> (or 0-length row.names)
imputed_data$imp$e_original_gini
## [1] 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
## <0 rows> (or 0-length row.names)
# visualisierung
stripplot(imputed_data, pch = 20, cex = 1.2) # Verteilung der imputierten Werte
densityplot(imputed_data) # Dichte der imputierten Werte
# Imputierte Daten extrahieren
completed_data <- complete(imputed_data, action = 1)
library(dplyr)
# Berechnung der Mittelwerte vor der Imputation, ausschließend 'COUNTRY', 'country', 'avg_risktaking'
mean_values_pre_imputation <- hardship_environment %>%
select(-COUNTRY, -country, -avg_risktaking) %>% # Ausschluss dieser Spalten
sapply(mean, na.rm = TRUE)
# Ausgabe der Mittelwerte
print(mean_values_pre_imputation)
## e_original_gini e_oth_safewater e_oth_drinkingwater
## 1.689033e-02 7.222883e+01 8.855085e+01
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster
## 3.334000e+01 8.541396e+03 4.339736e+00
## e_exp_airdeath100k e_ses_gini e_ses_unemployment
## 8.555909e+01 3.767977e+01 7.681381e+00
## e_ses_school e_ses_water
## 9.826350e-01 1.394360e+02
# Berechnung der Mittelwerte nach der Imputation
mean_values_post_imputation <- completed_data %>%
sapply(mean, na.rm = TRUE)
# Ausgabe der Mittelwerte
print(mean_values_post_imputation)
## e_original_gini e_oth_safewater e_oth_drinkingwater
## 1.689033e-02 6.865219e+01 8.865550e+01
## e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster
## 2.843621e+01 8.376650e+03 4.206977e+00
## e_exp_airdeath100k e_ses_gini e_ses_unemployment
## 8.452446e+01 3.820271e+01 7.681381e+00
## e_ses_school e_ses_water
## 9.847148e-01 1.408740e+02
# Vergleich der Mittelwerte vor und nach der Imputation
comparison_data <- data.frame(
Variable = names(mean_values_pre_imputation),
PreImputation = mean_values_pre_imputation,
PostImputation = mean_values_post_imputation
)
# Plotten der Mittelwerte vor und nach der Imputation
library(ggplot2)
ggplot(comparison_data, aes(x = Variable)) +
geom_bar(aes(y = PreImputation), stat = "identity", fill = "blue", alpha = 0.7) +
geom_bar(aes(y = PostImputation), stat = "identity", fill = "red", alpha = 0.5) +
theme_minimal() +
labs(title = "Vergleich der Mittelwerte vor und nach der Imputation",
y = "Mittelwert",
fill = "Legende") +
scale_fill_manual(values = c("Pre-Imputation" = "blue", "Post-Imputation" = "red")) +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) # Verbessert die Lesbarkeit der x-Achsenbeschriftungen
# Identifizieren der gemeinsamen Variablennamen
common_names <- intersect(names(mean_values_pre_imputation), names(mean_values_post_imputation))
# Erstellung des Dataframes nur mit den gemeinsamen Variablen
comparison_data <- data.frame(
Variable = common_names,
PreImputation = mean_values_pre_imputation[common_names],
PostImputation = mean_values_post_imputation[common_names]
)
# Überprüfen der Ergebnisse
print(comparison_data)
## Variable PreImputation PostImputation
## e_original_gini e_original_gini 1.689033e-02 1.689033e-02
## e_oth_safewater e_oth_safewater 7.222883e+01 6.865219e+01
## e_oth_drinkingwater e_oth_drinkingwater 8.855085e+01 8.865550e+01
## e_exp_watersanithyg100k e_exp_watersanithyg100k 3.334000e+01 2.843621e+01
## e_exp_watersanithyg e_exp_watersanithyg 8.541396e+03 8.376650e+03
## e_exp_disaster e_exp_disaster 4.339736e+00 4.206977e+00
## e_exp_airdeath100k e_exp_airdeath100k 8.555909e+01 8.452446e+01
## e_ses_gini e_ses_gini 3.767977e+01 3.820271e+01
## e_ses_unemployment e_ses_unemployment 7.681381e+00 7.681381e+00
## e_ses_school e_ses_school 9.826350e-01 9.847148e-01
## e_ses_water e_ses_water 1.394360e+02 1.408740e+02
Füge die imputierten Variablen zurück in den ursprünglichen
Datensatz ein:
# Gruppierung entfernen
hardship_environment <- hardship_environment %>%
ungroup()
# Füge die imputierten Variablen zurück in den Datensatz ein
hardship_environment <- hardship_environment %>%
mutate(
e_oth_safewater = completed_data$e_oth_safewater,
e_exp_watersanithyg100k = completed_data$e_exp_watersanithyg100k,
e_ses_gini = completed_data$e_ses_gini,
e_ses_school = completed_data$e_ses_school,
e_exp_disaster = completed_data$e_exp_disaster,
e_exp_airdeath100k = completed_data$e_exp_airdeath100k,
e_exp_watersanithyg = completed_data$e_exp_watersanithyg,
e_ses_water = completed_data$e_ses_water
)
# Struktur überprüfen
str(hardship_environment)
## 'data.frame': 103 obs. of 14 variables:
## $ COUNTRY : chr "AFG" "DZA" "ARG" "ARM" ...
## $ country : chr "Afghanistan" "Algeria" "Argentina" "Armenia" ...
## $ avg_risktaking : num 51.7 53 48.6 49 49.1 ...
## $ e_original_gini : num -0.996 -1.222 0.627 -1.524 -0.379 ...
## $ e_oth_safewater : num 19.3 75 97 83.1 94.2 ...
## $ e_oth_drinkingwater : num 49.7 92.2 97.7 97.9 99.9 ...
## $ e_exp_watersanithyg100k: num 282.4 24.6 0.84 4.56 0.12 ...
## $ e_exp_watersanithyg : num 4121 610 279 5 52 ...
## $ e_exp_disaster : num 0 0.22 3.042 28.356 0.117 ...
## $ e_exp_airdeath100k : num 290.3 51.7 32.9 84.5 9.8 ...
## $ e_ses_gini : num 27.7 27.6 44 30.5 34.8 ...
## $ e_ses_unemployment : num 7.85 11.37 8.3 15.78 5.13 ...
## $ e_ses_school : num 0.615 0.994 1.039 1.009 1.017 ...
## $ e_ses_water : num 43.02 66.04 12.43 39.75 3.29 ...
sum(is.na(hardship_environment$e_oth_safewater)) # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_exp_watersanithyg100k)) # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_ses_gini)) # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_ses_school)) # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_exp_disaster)) # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_exp_airdeath100k)) # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_exp_watersanithyg)) # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_ses_water)) # Soll 0 ergeben
## [1] 0
check countryfacts
# Plot histograms for each numeric variable
hardship_environment %>%
select_if(is.numeric) %>%
gather() %>%
ggplot(aes(value)) +
facet_wrap(~key, scales = "free") +
geom_histogram(bins = 30) +
theme_minimal()
Ausreisser
# 1. Logarithmische Transformation nur für relevante Variablen
hardship_environment <- hardship_environment %>%
mutate(
e_exp_watersanithyg = log(e_exp_watersanithyg + 1), # Nur für große Wertebereiche
e_ses_water = log(e_ses_water + 1)
)
# 2. Winsorisierung nur auf Variablen mit potenziellen Ausreißern
winsorize <- function(x, lower_quantile = 0.01, upper_quantile = 0.99) {
lower <- quantile(x, lower_quantile, na.rm = TRUE)
upper <- quantile(x, upper_quantile, na.rm = TRUE)
pmin(pmax(x, lower), upper)
}
hardship_environment <- hardship_environment %>%
mutate(
e_exp_disaster = winsorize(e_exp_disaster),
e_exp_airdeath100k = winsorize(e_exp_airdeath100k),
e_ses_unemployment = winsorize(e_ses_unemployment)
)
# 3. Keine Anpassung für andere Variablen (z. B. e_oth_safewater)
# Überprüfen der Struktur nach Transformationen
# view(hardship_environment)
# Anpassung der Daten vor dem Logarithmieren, Ersetzen von Null oder negativen Werten durch einen kleinen positiven Wert
hardship_environment <- hardship_environment %>%
mutate(
e_exp_watersanithyg100k = ifelse(e_exp_watersanithyg100k <= 0, 0.1, e_exp_watersanithyg100k),
e_exp_disaster = ifelse(e_exp_disaster <= 0, 0.1, e_exp_disaster)
)
# Anwendung der Logarithmus-Transformation mit log1p
hardship_environment <- hardship_environment %>%
mutate(
e_exp_watersanithyg100k = log1p(e_exp_watersanithyg100k),
e_exp_disaster = log1p(e_exp_disaster)
)
# Überprüfung der Daten nach der Logarithmus-Transformation
summary(hardship_environment$e_exp_watersanithyg100k)
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.02956 0.52173 1.93152 2.08159 3.39010 5.64686
summary(hardship_environment$e_exp_disaster)
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.007968 0.132023 0.470004 0.950529 1.599239 3.377818
Reverse Coding & Standardize
# Now apply the scale function after confirming all variables are numeric
hardship_environment <- hardship_environment %>%
mutate(
e_oth_drinkingwater = scale(-e_oth_drinkingwater), # reverse coding
e_oth_safewater = scale(-e_oth_safewater), # reverse coding
e_exp_watersanithyg100k = scale(e_exp_watersanithyg100k),
e_ses_gini = scale(e_ses_gini),
e_ses_school = scale(-e_ses_school),
e_exp_disaster = scale(-e_exp_disaster),
e_exp_airdeath100k = scale(e_exp_airdeath100k),
e_exp_watersanithyg = scale(e_exp_watersanithyg),
e_ses_unemployment = scale(e_ses_unemployment),
e_ses_water = scale(e_ses_water)
) %>%
rowwise() %>%
mutate(
hardship_environment_index = mean(c(e_oth_drinkingwater, e_oth_safewater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg, e_ses_unemployment, e_ses_water), na.rm = TRUE)
) %>%
ungroup()
#view(hardship_environment)
head(hardship_environment)
## # A tibble: 6 × 15
## COUNTRY country avg_risktaking e_original_gini e_oth_safewater[,1]
## <chr> <chr> <dbl> <dbl> <dbl>
## 1 AFG Afghanistan 51.7 -0.996 1.60
## 2 DZA Algeria 53.0 -1.22 -0.370
## 3 ARG Argentina 48.6 0.627 -0.745
## 4 ARM Armenia 49.0 -1.52 -0.521
## 5 AUS Australia 49.1 -0.379 -0.702
## 6 AUT Austria 48.5 -0.895 -0.765
## # ℹ 10 more variables: e_oth_drinkingwater <dbl[,1]>,
## # e_exp_watersanithyg100k <dbl[,1]>, e_exp_watersanithyg <dbl[,1]>,
## # e_exp_disaster <dbl[,1]>, e_exp_airdeath100k <dbl[,1]>,
## # e_ses_gini <dbl[,1]>, e_ses_unemployment <dbl[,1]>, e_ses_school <dbl[,1]>,
## # e_ses_water <dbl[,1]>, hardship_environment_index <dbl>
str(hardship_environment)
## tibble [103 × 15] (S3: tbl_df/tbl/data.frame)
## $ COUNTRY : chr [1:103] "AFG" "DZA" "ARG" "ARM" ...
## $ country : chr [1:103] "Afghanistan" "Algeria" "Argentina" "Armenia" ...
## $ avg_risktaking : num [1:103] 51.7 53 48.6 49 49.1 ...
## $ e_original_gini : num [1:103] -0.996 -1.222 0.627 -1.524 -0.379 ...
## $ e_oth_safewater : num [1:103, 1] 1.601 -0.37 -0.745 -0.521 -0.702 ...
## ..- attr(*, "scaled:center")= num -4.06
## ..- attr(*, "scaled:scale")= num 0.688
## $ e_oth_drinkingwater : num [1:103, 1] 2.473 -0.274 -0.532 -0.539 -0.629 ...
## ..- attr(*, "scaled:center")= num -4.46
## ..- attr(*, "scaled:scale")= num 0.225
## $ e_exp_watersanithyg100k : num [1:103, 1] 2.136 0.696 -0.882 -0.219 -1.179 ...
## ..- attr(*, "scaled:center")= num 2.08
## ..- attr(*, "scaled:scale")= num 1.67
## $ e_exp_watersanithyg : num [1:103, 1] 1.031 0.3289 0.0419 -1.3716 -0.5703 ...
## ..- attr(*, "scaled:center")= num 5.52
## ..- attr(*, "scaled:scale")= num 2.72
## $ e_exp_disaster : num [1:103, 1] 0.858 0.754 -0.448 -2.435 0.842 ...
## ..- attr(*, "scaled:center")= num -0.951
## ..- attr(*, "scaled:scale")= num 0.997
## $ e_exp_airdeath100k : num [1:103, 1] 1.4709 -0.0933 -0.5635 0.4179 -1.8032 ...
## ..- attr(*, "scaled:center")= num 4.03
## ..- attr(*, "scaled:scale")= num 0.96
## $ e_ses_gini : num [1:103, 1] -1.453 -1.472 0.789 -0.985 -0.344 ...
## ..- attr(*, "scaled:center")= num 3.62
## ..- attr(*, "scaled:scale")= num 0.206
## $ e_ses_unemployment : num [1:103, 1] 0.344 0.867 0.424 1.328 -0.255 ...
## ..- attr(*, "scaled:center")= num 1.82
## ..- attr(*, "scaled:scale")= num 0.71
## $ e_ses_school : num [1:103, 1] 6.169 -0.154 -0.743 -0.358 -0.459 ...
## ..- attr(*, "scaled:center")= num 0.018
## ..- attr(*, "scaled:scale")= num 0.0758
## $ e_ses_water : num [1:103, 1] 0.545 0.795 -0.159 0.499 -0.836 ...
## ..- attr(*, "scaled:center")= num 2.87
## ..- attr(*, "scaled:scale")= num 1.69
## $ hardship_environment_index: num [1:103] 1.517 0.108 -0.282 -0.418 -0.594 ...
Correlation Heatmap with all variables
# Erstellung der Heatmap mit Korrelationskoeffizienten
library(ggplot2)
library(reshape2)
# Berechnung der Korrelationsmatrix
cor_matrix <- cor(hardship_environment %>% select_if(is.numeric), use = "complete.obs")
# Umwandlung der Korrelationsmatrix in einen Datensatz für ggplot
melted_cor_matrix <- melt(cor_matrix)
# Erstellen der Heatmap mit Korrelationskoeffizienten
ggplot(melted_cor_matrix, aes(Var1, Var2, fill = value)) +
geom_tile() + # Zeichnet die Kacheln
geom_text(aes(label = sprintf("%.2f", value)), color = "black", size = 3) + # Fügt die Korrelationskoeffizienten hinzu
scale_fill_gradient2(midpoint = 0, low = "blue", high = "red", mid = "white", limit = c(-1,1)) +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
labs(fill = "Korrelation", x = NULL, y = NULL) +
coord_fixed()
# Optional: Speichern der Heatmap als PDF
ggsave("correlation_heatmap.pdf", width = 11, height = 9, path = base_path)
# Berechnung der Korrelationsmatrix für ausgewählte Variablen
selected_vars <- hardship_environment %>%
select_if(is.numeric) # Wählt nur numerische Spalten für die Korrelationsanalyse
cor_matrix <- cor(selected_vars, use = "complete.obs") # Berechnung der Korrelation unter Ausschluss von NA-Werten
# Umwandlung der Korrelationsmatrix in einen übersichtlichen Datenrahmen
cor_data_frame <- as.data.frame(as.table(cor_matrix))
# Umbenennen der Spalten für eine bessere Lesbarkeit
names(cor_data_frame) <- c("Variable1", "Variable2", "Correlation")
# Filtern der Ergebnisse für bessere Übersichtlichkeit, optional
# cor_data_frame <- cor_data_frame %>%
# filter(Variable1 != Variable2) %>% # Entfernt Diagonale (1.0 Werte)
# arrange(desc(abs(Correlation))) # Sortiert die Ergebnisse nach der Stärke der Korrelation
# Anzeigen der ersten Zeilen des Datenrahmens
#view(cor_data_frame)
Corrlation Heatmap with e_-variables
# Auswahl relevanter Spalten
selected_vars <- hardship_environment %>%
select(avg_risktaking, starts_with("e_"))
# Berechnung der Korrelationsmatrix für ausgewählte Variablen
cor_matrix <- cor(selected_vars, use = "complete.obs")
# Umwandlung der Korrelationsmatrix in einen Datensatz für ggplot
melted_cor_matrix <- melt(cor_matrix)
# Erstellung der Heatmap mit Korrelationskoeffizienten
library(ggplot2)
ggplot(melted_cor_matrix, aes(Var1, Var2, fill = value)) +
geom_tile() + # Zeichnet die Kacheln
geom_text(aes(label = sprintf("%.2f", value)), color = "black", size = 3) + # Fügt die Korrelationskoeffizienten hinzu
scale_fill_gradient2(midpoint = 0, low = "blue", high = "red", mid = "white", limit = c(-1,1)) +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1), axis.text.y = element_text(angle = 45, hjust = 1)) +
labs(fill = "Korrelation", x = NULL, y = NULL) +
coord_fixed()
Cronbachs Alpha
library(psych)
# Sicherstellen, dass alle relevanten 'HS_'-Spalten ausgewählt werden
items <- hardship_environment %>%
select(e_original_gini, e_oth_drinkingwater, e_oth_safewater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg, e_ses_unemployment, e_ses_water)
# Berechnung von Cronbachs Alpha
alpha_result <- alpha(items)
## Some items ( e_ses_unemployment e_ses_water ) were negatively correlated with the first principal component and
## probably should be reversed.
## To do this, run the function again with the 'check.keys=TRUE' option
print(alpha_result)
##
## Reliability analysis
## Call: alpha(x = items)
##
## raw_alpha std.alpha G6(smc) average_r S/N ase mean sd median_r
## 0.73 0.73 0.86 0.2 2.7 0.037 0.0015 0.52 0.12
##
## 95% confidence boundaries
## lower alpha upper
## Feldt 0.65 0.73 0.8
## Duhachek 0.66 0.73 0.8
##
## Reliability if an item is dropped:
## raw_alpha std.alpha G6(smc) average_r S/N alpha se
## e_original_gini 0.71 0.71 0.82 0.20 2.5 0.038
## e_oth_drinkingwater 0.66 0.66 0.81 0.16 1.9 0.047
## e_oth_safewater 0.66 0.66 0.80 0.16 1.9 0.048
## e_exp_watersanithyg100k 0.64 0.64 0.81 0.15 1.8 0.050
## e_ses_gini 0.72 0.72 0.82 0.21 2.6 0.037
## e_ses_school 0.72 0.72 0.85 0.20 2.5 0.039
## e_exp_disaster 0.75 0.75 0.88 0.23 3.0 0.034
## e_exp_airdeath100k 0.67 0.67 0.82 0.17 2.0 0.046
## e_exp_watersanithyg 0.67 0.67 0.83 0.17 2.1 0.046
## e_ses_unemployment 0.78 0.78 0.89 0.27 3.6 0.030
## e_ses_water 0.77 0.77 0.88 0.26 3.4 0.031
## var.r med.r
## e_original_gini 0.115 0.113
## e_oth_drinkingwater 0.098 0.073
## e_oth_safewater 0.093 0.082
## e_exp_watersanithyg100k 0.097 0.082
## e_ses_gini 0.112 0.113
## e_ses_school 0.118 0.113
## e_exp_disaster 0.128 0.230
## e_exp_airdeath100k 0.109 0.073
## e_exp_watersanithyg 0.110 0.073
## e_ses_unemployment 0.106 0.230
## e_ses_water 0.111 0.230
##
## Item statistics
## n raw.r std.r r.cor r.drop mean sd
## e_original_gini 103 0.513 0.514 0.529 0.366 1.7e-02 1
## e_oth_drinkingwater 102 0.790 0.793 0.829 0.712 -7.6e-15 1
## e_oth_safewater 103 0.813 0.814 0.858 0.740 1.1e-16 1
## e_exp_watersanithyg100k 103 0.869 0.869 0.897 0.814 2.2e-17 1
## e_ses_gini 103 0.445 0.445 0.457 0.289 1.8e-15 1
## e_ses_school 103 0.497 0.497 0.432 0.349 -1.9e-17 1
## e_exp_disaster 103 0.259 0.259 0.100 0.087 3.0e-16 1
## e_exp_airdeath100k 103 0.749 0.749 0.746 0.655 1.6e-15 1
## e_exp_watersanithyg 103 0.733 0.733 0.706 0.634 7.1e-17 1
## e_ses_unemployment 103 -0.015 -0.016 -0.186 -0.187 6.8e-16 1
## e_ses_water 103 0.068 0.067 -0.061 -0.107 6.7e-17 1
Corrlation Heatmap without e_ses_water, e_ses_unemployment
library(dplyr)
library(ggplot2)
library(reshape2) # Sollte geladen sein, wenn `melt` verwendet wird
# Auswahl relevanter Spalten, ausschließend e_ses_water und e_ses_unemployment
selected_vars <- hardship_environment %>%
select(avg_risktaking, starts_with("e_"), -e_ses_water, -e_ses_unemployment, -e_oth_safewater, -e_original_gini)
# Berechnung der Korrelationsmatrix für ausgewählte Variablen
cor_matrix <- cor(selected_vars, use = "complete.obs")
# Umwandlung der Korrelationsmatrix in einen Datensatz für ggplot mit `melt` aus dem reshape2-Paket
melted_cor_matrix <- melt(cor_matrix)
# Erstellung der Heatmap mit Korrelationskoeffizienten
ggplot(melted_cor_matrix, aes(Var1, Var2, fill = value)) +
geom_tile() + # Zeichnet die Kacheln
geom_text(aes(label = sprintf("%.2f", value)), color = "black", size = 3) + # Fügt die Korrelationskoeffizienten hinzu
scale_fill_gradient2(midpoint = 0, low = "blue", high = "red", mid = "white", limits = c(-1, 1)) +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1), axis.text.y = element_text(angle = 45, hjust = 1)) +
labs(fill = "Korrelation", x = NULL, y = NULL) +
coord_fixed()
Cronbachs Alpha
library(psych)
# Sicherstellen, dass alle relevanten 'HS_'-Spalten ausgewählt werden
items <- hardship_environment %>%
select(e_oth_drinkingwater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg)
# Berechnung von Cronbachs Alpha
alpha_result <- alpha(items)
print(alpha_result)
##
## Reliability analysis
## Call: alpha(x = items)
##
## raw_alpha std.alpha G6(smc) average_r S/N ase mean sd median_r
## 0.77 0.77 0.81 0.32 3.3 0.034 -0.00021 0.64 0.29
##
## 95% confidence boundaries
## lower alpha upper
## Feldt 0.69 0.77 0.83
## Duhachek 0.70 0.77 0.83
##
## Reliability if an item is dropped:
## raw_alpha std.alpha G6(smc) average_r S/N alpha se
## e_oth_drinkingwater 0.68 0.68 0.74 0.26 2.1 0.047
## e_exp_watersanithyg100k 0.66 0.66 0.70 0.24 1.9 0.051
## e_ses_gini 0.80 0.80 0.82 0.41 4.1 0.029
## e_ses_school 0.76 0.76 0.79 0.34 3.1 0.036
## e_exp_disaster 0.82 0.82 0.85 0.42 4.4 0.027
## e_exp_airdeath100k 0.70 0.70 0.76 0.28 2.3 0.045
## e_exp_watersanithyg 0.69 0.69 0.76 0.28 2.3 0.045
## var.r med.r
## e_oth_drinkingwater 0.079 0.23
## e_exp_watersanithyg100k 0.064 0.17
## e_ses_gini 0.074 0.47
## e_ses_school 0.083 0.23
## e_exp_disaster 0.072 0.47
## e_exp_airdeath100k 0.081 0.23
## e_exp_watersanithyg 0.087 0.17
##
## Item statistics
## n raw.r std.r r.cor r.drop mean sd
## e_oth_drinkingwater 102 0.83 0.84 0.834 0.747 -7.6e-15 1
## e_exp_watersanithyg100k 103 0.90 0.90 0.941 0.837 2.2e-17 1
## e_ses_gini 103 0.35 0.35 0.209 0.139 1.8e-15 1
## e_ses_school 103 0.57 0.57 0.483 0.387 -1.9e-17 1
## e_exp_disaster 103 0.29 0.29 0.084 0.073 3.0e-16 1
## e_exp_airdeath100k 103 0.78 0.78 0.763 0.664 1.6e-15 1
## e_exp_watersanithyg 103 0.79 0.79 0.756 0.677 7.1e-17 1
hardship_environment <- hardship_environment %>% select(COUNTRY, country, avg_risktaking, e_oth_drinkingwater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg, hardship_environment_index)
write.csv(hardship_environment, file = file.path(base_path, "hardship_environment.csv"), row.names = FALSE)
